Examenos

Official vendor benches · independent evaluators · OpenRouter pricing

Model profilesv 0edc850

Span-02

Explore Span-02: exact decision configuration, published specifications, source-linked benchmarks and API tariffs when available.

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Published API tariff

$0.01 per 1M input tokens

Respan · checked 2026-11-02

Launch post: $0.01 per million input tokens on the Respan Gateway, output free. OpenRouter lists the same rate.

No output-token charge does not mean free requests. These are provider tariffs, separate from benchmark workload costs.

607 recorded observations. Published results retain their source and setup; no Examenos evaluation was run. Missing results are not zero. How to read these comparisons →

Official / vendor · Respan launch post (vendor measured)

Span-02 · Official / vendor · Respan launch post (vendor measured)
EvaluationResultEvidence
Respan launch · Decision Index 0.3 public · thinking off61.2
Setup & source

Decision Index 0.3 at latency budget thinking off, read from the figure label.

Span-02, thinking off, from the alt text of the launch figure.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan launch · Decision Index 0.3 public · 270 ms61.5
Setup & source

Decision Index 0.3 at latency budget 270 ms, read from the figure label.

Span-02, 270 ms, from the alt text of the launch figure.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan launch · Decision Index 0.3 public · 500 ms62.5
Setup & source

Decision Index 0.3 at latency budget 500 ms, read from the figure label.

Span-02, 500 ms, from the alt text of the launch figure.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan launch · Decision Index 0.3 public · 1 s63.0
Setup & source

Decision Index 0.3 at latency budget 1 s, read from the figure label.

Span-02, 1 s, from the alt text of the launch figure.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan · Blind Earth · thinking off71.9%
Setup & source

Is this point in water, from latitude and longitude alone, on a 4° grid of 4,050 points scored against Natural Earth.

Span-02, thinking off, one request per point.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 4050

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan · Blind Earth · 100 ms72.5%
Setup & source

Is this point in water, from latitude and longitude alone, on a 4° grid of 4,050 points scored against Natural Earth.

Span-02, 100 ms, one request per point.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 4050

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan · Blind Earth · 300 ms84.5%
Setup & source

Is this point in water, from latitude and longitude alone, on a 4° grid of 4,050 points scored against Natural Earth.

Span-02, 300 ms, one request per point.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 4050

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source
Respan · Blind Earth · 1 s84.7%
Setup & source

Is this point in water, from latitude and longitude alone, on a 4° grid of 4,050 points scored against Natural Earth.

Span-02, 1 s, one request per point.

Printed in the vendor's own table.

Respan's own runs. Span-02's budget_ms setting spends time reasoning, so each setting is its own evaluation. Perplexity Decider in the same figure has no named version and Jev 1.13.0 is unregistered, so neither has a row. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 4050

Snapshot: 2026-10-15 · Revision: Read 2026-11-02 · Published observations; result reuse terms not specified

Result source · Benchmark source

Official / vendor · Respan Span-02 model card (vendor reported)

Span-02 · Official / vendor · Respan Span-02 model card (vendor reported)
EvaluationResultEvidence
Span-02 card · Decision Index Full score62.6
Setup & source

Full score quoted on the card, rank =4 tied with four others when written.

Official Decision Index result as quoted on the card.

Printed in the vendor's own table.

The card's quoted Decision Index result, from the board when the card was written. Current community 0.4.1 rows are stored separately. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 110201

Snapshot: 2026-10-15 · Revision: 63cbdd774391f1b7d9bc3829179efe996d0191ce · Published observations; result reuse terms not specified

Result source · Benchmark source
Span-02 card · Median latency33 ms
Setup & source

Median across the 110,201 answered requests.

Official Decision Index result as quoted on the card.

Printed in the vendor's own table.

The card's quoted Decision Index result, from the board when the card was written. Current community 0.4.1 rows are stored separately. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 110201

Snapshot: 2026-10-15 · Revision: 63cbdd774391f1b7d9bc3829179efe996d0191ce · Published observations; result reuse terms not specified

Result source · Benchmark source
Span-02 card · P95 latency822 ms
Setup & source

P95 across the 110,201 answered requests.

Official Decision Index result as quoted on the card.

Printed in the vendor's own table.

The card's quoted Decision Index result, from the board when the card was written. Current community 0.4.1 rows are stored separately. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 110201

Snapshot: 2026-10-15 · Revision: 63cbdd774391f1b7d9bc3829179efe996d0191ce · Published observations; result reuse terms not specified

Result source · Benchmark source

Evaluator-published · Community Decision Index

Span-02 · Evaluator-published · Community Decision Index
EvaluationResultEvidence
HF text 0.4.1 · Full score59.07
Setup & source

HF text 0.4.1 · Full score

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Community Decision Index 0.4.1: expanded/refreshed harder private new-domain tasks and equating; Full remains 60% private same-skill +40% private new domains, zero public contribution. This population revision is not a model upgrade/regression. Public/native/calibration data remain on their unchanged 0.4 definitions. Source publication/generation is not a model run date. Public submitted runs plus evaluator private measurements are Evaluator-published, not wholly independently executed.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-22T05:40:06Z · Revision: d9962113a1acc95c2d7522c2babfb989afbeb034; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Public index63.62
Setup & source

HF text 0.4 · Public index

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Private same-skill component59.32
Setup & source

HF text 0.4 · Private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4.1 · Private new-domain component45.84
Setup & source

HF text 0.4.1 · Private new-domain component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Community Decision Index 0.4.1: expanded/refreshed harder private new-domain tasks and equating; Full remains 60% private same-skill +40% private new domains, zero public contribution. This population revision is not a model upgrade/regression. Public/native/calibration data remain on their unchanged 0.4 definitions. Source publication/generation is not a model run date. Public submitted runs plus evaluator private measurements are Evaluator-published, not wholly independently executed.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-22T05:40:06Z · Revision: d9962113a1acc95c2d7522c2babfb989afbeb034; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Raw public index72.77
Setup & source

HF text 0.4 · Raw public index

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Public breadth index62.76
Setup & source

HF text 0.4 · Public breadth index

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Equated private same-skill58.95
Setup & source

HF text 0.4 · Equated private same-skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4.1 · Equated private new domains59.26
Setup & source

HF text 0.4.1 · Equated private new domains

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. The board does not name a served checkpoint in this repository history.

Community Decision Index 0.4.1: expanded/refreshed harder private new-domain tasks and equating; Full remains 60% private same-skill +40% private new domains, zero public contribution. This population revision is not a model upgrade/regression. Public/native/calibration data remain on their unchanged 0.4 definitions. Source publication/generation is not a model run date. Public submitted runs plus evaluator private measurements are Evaluator-published, not wholly independently executed.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-22T05:40:06Z · Revision: d9962113a1acc95c2d7522c2babfb989afbeb034; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Full contribution · public0.00
Setup & source

HF text 0.4 · Full contribution · public

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published weighted contribution; not a distinct benchmark execution. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Full contribution · same_skills35.37
Setup & source

HF text 0.4 · Full contribution · same_skills

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published weighted contribution; not a distinct benchmark execution. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4.1 · Full contribution · new_domains23.70
Setup & source

HF text 0.4.1 · Full contribution · new_domains

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published weighted contribution; not a distinct benchmark execution. The board does not name a served checkpoint in this repository history.

Community Decision Index 0.4.1: expanded/refreshed harder private new-domain tasks and equating; Full remains 60% private same-skill +40% private new domains, zero public contribution. This population revision is not a model upgrade/regression. Public/native/calibration data remain on their unchanged 0.4 definitions. Source publication/generation is not a model run date. Public submitted runs plus evaluator private measurements are Evaluator-published, not wholly independently executed.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-22T05:40:06Z · Revision: d9962113a1acc95c2d7522c2babfb989afbeb034; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Knowledge · raw62.00
Setup & source

HF text 0.4 · Knowledge · raw

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "knowledge", "raw": 0.62, "skill": 0.5197, "combined": 0.4499, "coverage": 1, "pending": 0, "n": 11} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 11

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Knowledge · skill51.97
Setup & source

HF text 0.4 · Knowledge · skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "knowledge", "raw": 0.62, "skill": 0.5197, "combined": 0.4499, "coverage": 1, "pending": 0, "n": 11} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 11

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Knowledge · combined44.99
Setup & source

HF text 0.4 · Knowledge · combined

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "knowledge", "raw": 0.62, "skill": 0.5197, "combined": 0.4499, "coverage": 1, "pending": 0, "n": 11} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 11

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Language · raw75.11
Setup & source

HF text 0.4 · Language · raw

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "language", "raw": 0.7511, "skill": 0.6525, "combined": 0.5738, "coverage": 1, "pending": 0, "n": 9} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 9

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Language · skill65.25
Setup & source

HF text 0.4 · Language · skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "language", "raw": 0.7511, "skill": 0.6525, "combined": 0.5738, "coverage": 1, "pending": 0, "n": 9} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 9

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Language · combined57.38
Setup & source

HF text 0.4 · Language · combined

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "language", "raw": 0.7511, "skill": 0.6525, "combined": 0.5738, "coverage": 1, "pending": 0, "n": 9} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 9

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Retrieval · raw74.23
Setup & source

HF text 0.4 · Retrieval · raw

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "retrieval", "raw": 0.7423, "skill": 0.6554, "combined": 0.6317, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Retrieval · skill65.54
Setup & source

HF text 0.4 · Retrieval · skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "retrieval", "raw": 0.7423, "skill": 0.6554, "combined": 0.6317, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Retrieval · combined63.17
Setup & source

HF text 0.4 · Retrieval · combined

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "retrieval", "raw": 0.7423, "skill": 0.6554, "combined": 0.6317, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Tools · raw86.10
Setup & source

HF text 0.4 · Tools · raw

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "tools", "raw": 0.861, "skill": 0.8391, "combined": 0.7635, "coverage": 1, "pending": 0, "n": 5} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Tools · skill83.91
Setup & source

HF text 0.4 · Tools · skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "tools", "raw": 0.861, "skill": 0.8391, "combined": 0.7635, "coverage": 1, "pending": 0, "n": 5} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Tools · combined76.35
Setup & source

HF text 0.4 · Tools · combined

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "tools", "raw": 0.861, "skill": 0.8391, "combined": 0.7635, "coverage": 1, "pending": 0, "n": 5} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Arts · raw67.25
Setup & source

HF text 0.4 · Arts · raw

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "arts", "raw": 0.6725, "skill": 0.4863, "combined": 0.5395, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Arts · skill48.63
Setup & source

HF text 0.4 · Arts · skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "arts", "raw": 0.6725, "skill": 0.4863, "combined": 0.5395, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Arts · combined53.95
Setup & source

HF text 0.4 · Arts · combined

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Count is contributing benchmarks, not requests. Source area context: {"id": "arts", "raw": 0.6725, "skill": 0.4863, "combined": 0.5395, "coverage": 1, "pending": 0, "n": 6} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 6

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · ECE11.40 pp
Setup & source

HF text calibration 0.4 · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. 32 benchmarks with a per-field right or wrong answer (ToolRet, BRIGHT and RouterBench excluded), each weighted equally; a 1-in-6 sample of requests; confidence is the probability placed on the chosen option. Rows an entrant trained on count as wrong here too. Contributing benchmarks 31. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 34411

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Brier0.3553 Brier
Setup & source

HF text calibration 0.4 · Brier

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. 32 benchmarks with a per-field right or wrong answer (ToolRet, BRIGHT and RouterBench excluded), each weighted equally; a 1-in-6 sample of requests; confidence is the probability placed on the chosen option. Rows an entrant trained on count as wrong here too. Contributing benchmarks 31. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 34411

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Sample accuracy76.21%
Setup & source

HF text calibration 0.4 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. 32 benchmarks with a per-field right or wrong answer (ToolRet, BRIGHT and RouterBench excluded), each weighted equally; a 1-in-6 sample of requests; confidence is the probability placed on the chosen option. Rows an entrant trained on count as wrong here too. Contributing benchmarks 31. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 34411

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Mean chosen confidence87.61%
Setup & source

HF text calibration 0.4 · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. 32 benchmarks with a per-field right or wrong answer (ToolRet, BRIGHT and RouterBench excluded), each weighted equally; a 1-in-6 sample of requests; confidence is the probability placed on the chosen option. Rows an entrant trained on count as wrong here too. Contributing benchmarks 31. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 34411

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Wrong among answers at ≥95% confidence2.77%
Setup & source

HF text calibration 0.4 · Wrong among answers at ≥95% confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. 32 benchmarks with a per-field right or wrong answer (ToolRet, BRIGHT and RouterBench excluded), each weighted equally; a 1-in-6 sample of requests; confidence is the probability placed on the chosen option. Rows an entrant trained on count as wrong here too. Contributing benchmarks 31. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 34411

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Knowledge · ECE15.08 pp
Setup & source

HF text calibration 0.4 · Knowledge · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Knowledge · Sample accuracy67.44%
Setup & source

HF text calibration 0.4 · Knowledge · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Knowledge · Mean chosen confidence82.52%
Setup & source

HF text calibration 0.4 · Knowledge · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Language · ECE5.11 pp
Setup & source

HF text calibration 0.4 · Language · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Language · Sample accuracy86.35%
Setup & source

HF text calibration 0.4 · Language · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Language · Mean chosen confidence91.46%
Setup & source

HF text calibration 0.4 · Language · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Retrieval · ECE10.91 pp
Setup & source

HF text calibration 0.4 · Retrieval · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Retrieval · Sample accuracy76.22%
Setup & source

HF text calibration 0.4 · Retrieval · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Retrieval · Mean chosen confidence87.13%
Setup & source

HF text calibration 0.4 · Retrieval · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Tools · ECE3.94 pp
Setup & source

HF text calibration 0.4 · Tools · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Tools · Sample accuracy92.82%
Setup & source

HF text calibration 0.4 · Tools · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Tools · Mean chosen confidence96.17%
Setup & source

HF text calibration 0.4 · Tools · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Arts · ECE20.56 pp
Setup & source

HF text calibration 0.4 · Arts · ECE

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Arts · Sample accuracy65.56%
Setup & source

HF text calibration 0.4 · Arts · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Arts · Mean chosen confidence86.12%
Setup & source

HF text calibration 0.4 · Arts · Mean chosen confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Area-specific item counts unpublished; do not use whole-sample count. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0–0.1 · Sample weight0.01%
Setup & source

HF text calibration 0.4 · Confidence bin 0–0.1 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0–0.1 · Mean confidence8.16%
Setup & source

HF text calibration 0.4 · Confidence bin 0–0.1 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0–0.1 · Sample accuracy0.00%
Setup & source

HF text calibration 0.4 · Confidence bin 0–0.1 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.1–0.2 · Sample weight0.62%
Setup & source

HF text calibration 0.4 · Confidence bin 0.1–0.2 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.1. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.1–0.2 · Mean confidence16.31%
Setup & source

HF text calibration 0.4 · Confidence bin 0.1–0.2 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.1. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.1–0.2 · Sample accuracy9.45%
Setup & source

HF text calibration 0.4 · Confidence bin 0.1–0.2 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.1. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.2–0.3 · Sample weight0.86%
Setup & source

HF text calibration 0.4 · Confidence bin 0.2–0.3 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.2. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.2–0.3 · Mean confidence25.04%
Setup & source

HF text calibration 0.4 · Confidence bin 0.2–0.3 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.2. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.2–0.3 · Sample accuracy10.27%
Setup & source

HF text calibration 0.4 · Confidence bin 0.2–0.3 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.2. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.3–0.4 · Sample weight0.99%
Setup & source

HF text calibration 0.4 · Confidence bin 0.3–0.4 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.3. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.3–0.4 · Mean confidence35.89%
Setup & source

HF text calibration 0.4 · Confidence bin 0.3–0.4 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.3. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.3–0.4 · Sample accuracy14.50%
Setup & source

HF text calibration 0.4 · Confidence bin 0.3–0.4 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.3. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.4–0.5 · Sample weight2.02%
Setup & source

HF text calibration 0.4 · Confidence bin 0.4–0.5 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.4. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.4–0.5 · Mean confidence45.20%
Setup & source

HF text calibration 0.4 · Confidence bin 0.4–0.5 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.4. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.4–0.5 · Sample accuracy19.36%
Setup & source

HF text calibration 0.4 · Confidence bin 0.4–0.5 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.4. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.5–0.6 · Sample weight4.40%
Setup & source

HF text calibration 0.4 · Confidence bin 0.5–0.6 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.5. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.5–0.6 · Mean confidence55.24%
Setup & source

HF text calibration 0.4 · Confidence bin 0.5–0.6 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.5. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.5–0.6 · Sample accuracy39.04%
Setup & source

HF text calibration 0.4 · Confidence bin 0.5–0.6 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.5. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.6–0.7 · Sample weight5.33%
Setup & source

HF text calibration 0.4 · Confidence bin 0.6–0.7 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.6. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.6–0.7 · Mean confidence65.21%
Setup & source

HF text calibration 0.4 · Confidence bin 0.6–0.7 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.6. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.6–0.7 · Sample accuracy46.83%
Setup & source

HF text calibration 0.4 · Confidence bin 0.6–0.7 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.6. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.7–0.8 · Sample weight6.03%
Setup & source

HF text calibration 0.4 · Confidence bin 0.7–0.8 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.7. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.7–0.8 · Mean confidence74.98%
Setup & source

HF text calibration 0.4 · Confidence bin 0.7–0.8 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.7. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.7–0.8 · Sample accuracy52.60%
Setup & source

HF text calibration 0.4 · Confidence bin 0.7–0.8 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.7. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.8–0.9 · Sample weight18.88%
Setup & source

HF text calibration 0.4 · Confidence bin 0.8–0.9 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.8. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.8–0.9 · Mean confidence85.31%
Setup & source

HF text calibration 0.4 · Confidence bin 0.8–0.9 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.8. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.8–0.9 · Sample accuracy66.67%
Setup & source

HF text calibration 0.4 · Confidence bin 0.8–0.9 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.8. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.9–1.0 · Sample weight60.85%
Setup & source

HF text calibration 0.4 · Confidence bin 0.9–1.0 · Sample weight

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.9. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.9–1.0 · Mean confidence97.76%
Setup & source

HF text calibration 0.4 · Confidence bin 0.9–1.0 · Mean confidence

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.9. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text calibration 0.4 · Confidence bin 0.9–1.0 · Sample accuracy91.30%
Setup & source

HF text calibration 0.4 · Confidence bin 0.9–1.0 · Sample accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Reliability bin; source weighted fraction, not sample count. Lower boundary 0.9. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Local median latency33.00 ms
Setup & source

HF text 0.4 · Local median latency

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Latency is measured on its own, after scoring: every entrant runs the same 750 rows (stratified by benchmark and prompt length across the 0.2 scope, plus 10 untimed warm-up rows) as one process sending one request at a time on 1 x NVIDIA RTX PRO 6000, using the fastest inference path the model or its code supports. The figure is the wall time of one row, request in to all answers out, measured the same way for in-process and HTTP engines; board medians and p95s come from this run, not from the scoring runs. Entrant-specific serving/hardware caveats in configuration take precedence; HTTPS Jev is not isolated local inference. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Local p95 latency822.40 ms
Setup & source

HF text 0.4 · Local p95 latency

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Latency is measured on its own, after scoring: every entrant runs the same 750 rows (stratified by benchmark and prompt length across the 0.2 scope, plus 10 untimed warm-up rows) as one process sending one request at a time on 1 x NVIDIA RTX PRO 6000, using the fastest inference path the model or its code supports. The figure is the wall time of one row, request in to all answers out, measured the same way for in-process and HTTP engines; board medians and p95s come from this run, not from the scoring runs. Entrant-specific serving/hardware caveats in configuration take precedence; HTTPS Jev is not isolated local inference. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Local mean latency234.10 ms
Setup & source

HF text 0.4 · Local mean latency

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Latency is measured on its own, after scoring: every entrant runs the same 750 rows (stratified by benchmark and prompt length across the 0.2 scope, plus 10 untimed warm-up rows) as one process sending one request at a time on 1 x NVIDIA RTX PRO 6000, using the fastest inference path the model or its code supports. The figure is the wall time of one row, request in to all answers out, measured the same way for in-process and HTTP engines; board medians and p95s come from this run, not from the scoring runs. Entrant-specific serving/hardware caveats in configuration take precedence; HTTPS Jev is not isolated local inference. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · case exact accuracy96.22%
Setup & source

HF text 0.4 · BFCL · case exact accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9622, "jev": null, "metric": "case exact accuracy", "requests": 1694, "answered": 1694, "unsupported": 0, "errors": 0, "median_ms": 39.5}. Benchmark contract: {"id": 1, "dataset": "BFCL", "short": "BFCL", "metric": "case exact accuracy", "explainer": "Says yes or no for each supplied function: call it for this request? All must be right.", "baseline": {"value": 0.2592, "label": "Random whole-case guesses"}, "lower": false, "range": null, "cases": 1694, "group": "tools", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2305.15334"}, {"kind": "code", "url": "https://github.com/gorilla-llm/gorilla"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1694

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · median_ms39.50 ms
Setup & source

HF text 0.4 · BFCL · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · Raw index component96.22
Setup & source

HF text 0.4 · BFCL · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.9622, "skill": 0.949, "coverage": 1, "random": 0.2592, "tracks": [], "combined": 0.9056, "private_eq": 0.9301} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1694

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · Chance-corrected public skill94.90
Setup & source

HF text 0.4 · BFCL · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.9622, "skill": 0.949, "coverage": 1, "random": 0.2592, "tracks": [], "combined": 0.9056, "private_eq": 0.9301} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1694

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · Combined public/private component90.56
Setup & source

HF text 0.4 · BFCL · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.9622, "skill": 0.949, "coverage": 1, "random": 0.2592, "tracks": [], "combined": 0.9056, "private_eq": 0.9301} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BFCL · Equated private same-skill component93.01
Setup & source

HF text 0.4 · BFCL · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.9622, "skill": 0.949, "coverage": 1, "random": 0.2592, "tracks": [], "combined": 0.9056, "private_eq": 0.9301} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · nDCG@1066.12%
Setup & source

HF text 0.4 · ToolRet · nDCG@10

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.6612, "jev": null, "metric": "nDCG@10", "requests": 685, "answered": 685, "unsupported": 0, "errors": 0, "median_ms": 624.5}. Benchmark contract: {"id": 2, "dataset": "ToolRet", "short": "ToolRet", "metric": "nDCG@10", "explainer": "Rates how useful each of 32 search-hit tools is for a request; ranked by nDCG@10, on requests where at least one of the 32 is relevant.", "baseline": {"value": 0.1341, "label": "Random ranking, answerable queries", "previous": 0.0937}, "lower": false, "range": null, "cases": 685, "group": "tools", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2503.01763"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/mangopy/ToolRet-Queries"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 685

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · median_ms624.50 ms
Setup & source

HF text 0.4 · ToolRet · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · Raw index component66.12
Setup & source

HF text 0.4 · ToolRet · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.6612, "skill": 0.6088, "coverage": 1, "random": 0.1341, "tracks": [], "combined": 0.6922, "private_eq": 0.7356} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 685

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · Chance-corrected public skill60.88
Setup & source

HF text 0.4 · ToolRet · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.6612, "skill": 0.6088, "coverage": 1, "random": 0.1341, "tracks": [], "combined": 0.6922, "private_eq": 0.7356} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 685

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · Combined public/private component69.22
Setup & source

HF text 0.4 · ToolRet · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.6612, "skill": 0.6088, "coverage": 1, "random": 0.1341, "tracks": [], "combined": 0.6922, "private_eq": 0.7356} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ToolRet · Equated private same-skill component73.56
Setup & source

HF text 0.4 · ToolRet · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.6612, "skill": 0.6088, "coverage": 1, "random": 0.1341, "tracks": [], "combined": 0.6922, "private_eq": 0.7356} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · accuracy80.91%
Setup & source

HF text 0.4 · API-Bank · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8091, "jev": null, "metric": "accuracy", "requests": 508, "answered": 508, "unsupported": 0, "errors": 0, "median_ms": 200.3}. Benchmark contract: {"id": 3, "dataset": "API-Bank", "short": "API-Bank", "metric": "accuracy", "explainer": "Reads an assistant conversation and picks the next API to call from a catalog of 53.", "baseline": {"value": 0.0189, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 508, "group": "tools", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2304.08244"}, {"kind": "code", "url": "https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/api-bank"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 508

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · median_ms200.30 ms
Setup & source

HF text 0.4 · API-Bank · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · Raw index component80.91
Setup & source

HF text 0.4 · API-Bank · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8091, "skill": 0.8054, "coverage": 1, "random": 0.0189, "tracks": [], "combined": 0.7963, "private_eq": 0.8014} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 508

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · Chance-corrected public skill80.54
Setup & source

HF text 0.4 · API-Bank · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8091, "skill": 0.8054, "coverage": 1, "random": 0.0189, "tracks": [], "combined": 0.7963, "private_eq": 0.8014} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 508

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · Combined public/private component79.63
Setup & source

HF text 0.4 · API-Bank · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8091, "skill": 0.8054, "coverage": 1, "random": 0.0189, "tracks": [], "combined": 0.7963, "private_eq": 0.8014} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · API-Bank · Equated private same-skill component80.14
Setup & source

HF text 0.4 · API-Bank · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8091, "skill": 0.8054, "coverage": 1, "random": 0.0189, "tracks": [], "combined": 0.7963, "private_eq": 0.8014} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · macro-F185.62%
Setup & source

HF text 0.4 · BANKING77 · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8562, "jev": null, "metric": "macro-F1", "requests": 3080, "answered": 3080, "unsupported": 0, "errors": 0, "median_ms": 35.8}. Benchmark contract: {"id": 4, "dataset": "BANKING77", "short": "BANKING77", "metric": "macro-F1", "explainer": "Picks the intent of a bank customer's message, e.g. \"How do I locate my card?\", from 77.", "baseline": {"value": 0.0127, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 3080, "group": "retrieval", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2003.04807"}, {"kind": "dataset", "url": "https://github.com/PolyAI-LDN/task-specific-datasets"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3080

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · median_ms35.80 ms
Setup & source

HF text 0.4 · BANKING77 · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · Raw index component85.62
Setup & source

HF text 0.4 · BANKING77 · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8562, "skill": 0.8544, "coverage": 1, "random": 0.0127, "tracks": [], "combined": 0.885, "private_eq": 0.8868} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3080

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · Chance-corrected public skill85.44
Setup & source

HF text 0.4 · BANKING77 · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8562, "skill": 0.8544, "coverage": 1, "random": 0.0127, "tracks": [], "combined": 0.885, "private_eq": 0.8868} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3080

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · Combined public/private component88.50
Setup & source

HF text 0.4 · BANKING77 · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8562, "skill": 0.8544, "coverage": 1, "random": 0.0127, "tracks": [], "combined": 0.885, "private_eq": 0.8868} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BANKING77 · Equated private same-skill component88.68
Setup & source

HF text 0.4 · BANKING77 · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8562, "skill": 0.8544, "coverage": 1, "random": 0.0127, "tracks": [], "combined": 0.885, "private_eq": 0.8868} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · macro-F192.62%
Setup & source

HF text 0.4 · CLINC150+OOS · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9262, "jev": null, "metric": "macro-F1", "requests": 5500, "answered": 5500, "unsupported": 0, "errors": 0, "median_ms": 38.9}. Benchmark contract: {"id": 5, "dataset": "CLINC150+OOS", "short": "CLINC150", "metric": "macro-F1", "explainer": "Reads a short assistant request and picks its intent from 150, or \"out of scope\" when none fits.", "baseline": {"value": 0.006, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 5500, "group": "retrieval", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/clinc/oos-eval"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · median_ms38.90 ms
Setup & source

HF text 0.4 · CLINC150+OOS · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · Raw index component92.62
Setup & source

HF text 0.4 · CLINC150+OOS · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9262, "skill": 0.9258, "coverage": 1, "random": 0.006, "tracks": [], "combined": 0.7711, "private_eq": 0.7741} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · Chance-corrected public skill92.58
Setup & source

HF text 0.4 · CLINC150+OOS · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9262, "skill": 0.9258, "coverage": 1, "random": 0.006, "tracks": [], "combined": 0.7711, "private_eq": 0.7741} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · Combined public/private component77.11
Setup & source

HF text 0.4 · CLINC150+OOS · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9262, "skill": 0.9258, "coverage": 1, "random": 0.006, "tracks": [], "combined": 0.7711, "private_eq": 0.7741} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLINC150+OOS · Equated private same-skill component77.41
Setup & source

HF text 0.4 · CLINC150+OOS · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9262, "skill": 0.9258, "coverage": 1, "random": 0.006, "tracks": [], "combined": 0.7711, "private_eq": 0.7741} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RouterBench · selected quality (quality objective)79.88%
Setup & source

HF text 0.4 · RouterBench · selected quality (quality objective)

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7988, "jev": null, "metric": "selected quality (quality objective)", "requests": 10000, "answered": 10000, "unsupported": 0, "errors": 0, "median_ms": 105.5}. Benchmark contract: {"id": 6, "dataset": "RouterBench", "short": "RouterBench", "metric": "selected quality (quality objective)", "explainer": "Picks which of 11 AI models should answer a prompt; scored by its real answer.", "baseline": {"value": 0.5735, "label": "Random model selection"}, "lower": false, "range": null, "cases": 5001, "group": "tools", "in_suite": true, "interactive": false, "index_note": "Not in the index: the prompt reveals that GPT-4 is the best route, so the top models all pick GPT-4 and score within a fraction of a point of each other. Scores stay visible.", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2403.12031"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/withmartian/routerbench"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RouterBench · median_ms105.50 ms
Setup & source

HF text 0.4 · RouterBench · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RouterBench · Raw index component79.88
Setup & source

HF text 0.4 · RouterBench · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native selected quality (quality objective). Source normalization: {"raw": 0.7988, "skill": 0.5283, "coverage": 1, "random": 0.5735, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RouterBench · Chance-corrected public skill52.83
Setup & source

HF text 0.4 · RouterBench · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native selected quality (quality objective). Source normalization: {"raw": 0.7988, "skill": 0.5283, "coverage": 1, "random": 0.5735, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · case exact accuracy100.00%
Setup & source

HF text 0.4 · Home appliance simulator · case exact accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 1, "jev": null, "metric": "case exact accuracy", "requests": 88, "answered": 88, "unsupported": 0, "errors": 0, "median_ms": 85.1}. Benchmark contract: {"id": 9, "dataset": "Home appliance simulator", "short": "Home appliances", "metric": "case exact accuracy", "explainer": "Given a simulated home and a command, answers ~18 questions on handling it; all must be right. Duplicate and dev-set rows removed.", "baseline": {"value": 0, "label": "Random whole-case guesses"}, "lower": false, "range": null, "cases": 88, "group": "tools", "in_suite": true, "interactive": false, "references": [{"kind": "code", "url": "https://github.com/apolinario/decision-index/blob/main/decision_index/suite/build/home_appliance.py"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 88

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · median_ms85.10 ms
Setup & source

HF text 0.4 · Home appliance simulator · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · Raw index component100.00
Setup & source

HF text 0.4 · Home appliance simulator · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 1, "skill": 1, "coverage": 1, "random": 0, "tracks": [], "combined": 0.7709, "private_eq": 0.7725} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 88

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · Chance-corrected public skill100.00
Setup & source

HF text 0.4 · Home appliance simulator · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 1, "skill": 1, "coverage": 1, "random": 0, "tracks": [], "combined": 0.7709, "private_eq": 0.7725} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 88

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · Combined public/private component77.09
Setup & source

HF text 0.4 · Home appliance simulator · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 1, "skill": 1, "coverage": 1, "random": 0, "tracks": [], "combined": 0.7709, "private_eq": 0.7725} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Home appliance simulator · Equated private same-skill component77.25
Setup & source

HF text 0.4 · Home appliance simulator · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 1, "skill": 1, "coverage": 1, "random": 0, "tracks": [], "combined": 0.7709, "private_eq": 0.7725} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SGD/SGD-X · macro-F166.66%
Setup & source

HF text 0.4 · SGD/SGD-X · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.6666, "jev": null, "metric": "macro-F1", "requests": 2500, "answered": 2500, "unsupported": 0, "errors": 0, "median_ms": 50.6}. Benchmark contract: {"id": 10, "dataset": "SGD/SGD-X", "short": "SGD", "metric": "macro-F1", "explainer": "Reads a service dialogue so far and picks the intent the user is pursuing now, or NONE.", "baseline": {"value": 0.399, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 2500, "group": "retrieval", "in_suite": true, "interactive": false, "index_note": "Not in the index: build bug, pending re-run. The builder gave every SGD row the whole dialogue, including the turns after the one being classified. Scores stay visible; SGD returns to the index once re-run with the fixed builder.", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/1909.05855"}, {"kind": "dataset", "url": "https://github.com/google-research-datasets/dstc8-schema-guided-dialogue"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SGD/SGD-X · median_ms50.60 ms
Setup & source

HF text 0.4 · SGD/SGD-X · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SGD/SGD-X · Raw index component66.66
Setup & source

HF text 0.4 · SGD/SGD-X · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.6666, "skill": 0.4453, "coverage": 1, "random": 0.399, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SGD/SGD-X · Chance-corrected public skill44.53
Setup & source

HF text 0.4 · SGD/SGD-X · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.6666, "skill": 0.4453, "coverage": 1, "random": 0.399, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ContractNLI · macro-F178.08%
Setup & source

HF text 0.4 · ContractNLI · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7808, "jev": null, "metric": "macro-F1", "requests": 123, "answered": 123, "unsupported": 0, "errors": 0, "median_ms": 804.8}. Benchmark contract: {"id": 11, "dataset": "ContractNLI", "short": "ContractNLI", "metric": "macro-F1", "explainer": "Says whether a full NDA supports, contradicts or omits each of 17 fixed statements.", "baseline": {"value": 0.3085, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 123, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://aclanthology.org/2021.findings-emnlp.164"}, {"kind": "dataset", "url": "https://stanfordnlp.github.io/contract-nli/"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 123

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ContractNLI · median_ms804.80 ms
Setup & source

HF text 0.4 · ContractNLI · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ContractNLI · Raw index component78.08
Setup & source

HF text 0.4 · ContractNLI · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7808, "skill": 0.683, "coverage": 1, "random": 0.3085, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 123

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ContractNLI · Chance-corrected public skill68.30
Setup & source

HF text 0.4 · ContractNLI · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7808, "skill": 0.683, "coverage": 1, "random": 0.3085, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 123

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · macro-F178.07%
Setup & source

HF text 0.4 · ANLI · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7807, "jev": null, "metric": "macro-F1", "requests": 3200, "answered": 3200, "unsupported": 0, "errors": 0, "median_ms": 26.2}. Benchmark contract: {"id": 12, "dataset": "ANLI", "short": "ANLI", "metric": "macro-F1", "explainer": "Decides whether a claim follows from, contradicts, or is neutral to a premise written to fool AI models.", "baseline": {"value": 0.3324, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 3200, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/1910.14599"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/facebook/anli"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3200

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · median_ms26.20 ms
Setup & source

HF text 0.4 · ANLI · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · Raw index component78.07
Setup & source

HF text 0.4 · ANLI · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7807, "skill": 0.6715, "coverage": 1, "random": 0.3324, "tracks": [], "combined": 0.5389, "private_eq": 0.695} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3200

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · Chance-corrected public skill67.15
Setup & source

HF text 0.4 · ANLI · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7807, "skill": 0.6715, "coverage": 1, "random": 0.3324, "tracks": [], "combined": 0.5389, "private_eq": 0.695} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3200

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · Combined public/private component53.89
Setup & source

HF text 0.4 · ANLI · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7807, "skill": 0.6715, "coverage": 1, "random": 0.3324, "tracks": [], "combined": 0.5389, "private_eq": 0.695} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ANLI · Equated private same-skill component69.50
Setup & source

HF text 0.4 · ANLI · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7807, "skill": 0.6715, "coverage": 1, "random": 0.3324, "tracks": [], "combined": 0.5389, "private_eq": 0.695} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · accuracy95.04%
Setup & source

HF text 0.4 · BPoMP · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9504, "jev": null, "metric": "accuracy", "requests": 5000, "answered": 5000, "unsupported": 0, "errors": 0, "median_ms": 26.1}. Benchmark contract: {"id": 20, "dataset": "BPoMP", "short": "BPoMP", "metric": "accuracy", "explainer": "Given two versions of a limerick, one with its rhyme, meter or sense broken, picks the original.", "baseline": {"value": 0.5, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 811, "group": "arts", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://zenodo.org/records/7299879"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · median_ms26.10 ms
Setup & source

HF text 0.4 · BPoMP · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · Raw index component95.19
Setup & source

HF text 0.4 · BPoMP · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9519, "skill": 0.9038, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.9432, "private_eq": 0.9714} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · Chance-corrected public skill90.38
Setup & source

HF text 0.4 · BPoMP · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9519, "skill": 0.9038, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.9432, "private_eq": 0.9714} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · Combined public/private component94.32
Setup & source

HF text 0.4 · BPoMP · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9519, "skill": 0.9038, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.9432, "private_eq": 0.9714} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BPoMP · Equated private same-skill component97.14
Setup & source

HF text 0.4 · BPoMP · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9519, "skill": 0.9038, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.9432, "private_eq": 0.9714} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · accuracy62.10%
Setup & source

HF text 0.4 · Humicroedit · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.621, "jev": null, "metric": "accuracy", "requests": 2628, "answered": 2628, "unsupported": 0, "errors": 0, "median_ms": 24.1}. Benchmark contract: {"id": 21, "dataset": "Humicroedit", "short": "Humicroedit", "metric": "accuracy", "explainer": "Given two one-word edits of a news headline, picks the one people rated funnier.", "baseline": {"value": 0.5, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 2628, "group": "arts", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/1906.00274"}, {"kind": "dataset", "url": "https://cs.rochester.edu/u/nhossain/humicroedit.html"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2628

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · median_ms24.10 ms
Setup & source

HF text 0.4 · Humicroedit · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · Raw index component62.10
Setup & source

HF text 0.4 · Humicroedit · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.621, "skill": 0.242, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.2968, "private_eq": 0.6519} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2628

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · Chance-corrected public skill24.20
Setup & source

HF text 0.4 · Humicroedit · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.621, "skill": 0.242, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.2968, "private_eq": 0.6519} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2628

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · Combined public/private component29.68
Setup & source

HF text 0.4 · Humicroedit · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.621, "skill": 0.242, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.2968, "private_eq": 0.6519} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Humicroedit · Equated private same-skill component65.19
Setup & source

HF text 0.4 · Humicroedit · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.621, "skill": 0.242, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.2968, "private_eq": 0.6519} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · accuracy63.90%
Setup & source

HF text 0.4 · POP909-CL · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.639, "jev": null, "metric": "accuracy", "requests": 2000, "answered": 2000, "unsupported": 0, "errors": 0, "median_ms": 189.4}. Benchmark contract: {"id": 22, "dataset": "POP909-CL", "short": "POP909", "metric": "accuracy", "explainer": "Given the notes around a beat in a pop song (not audio), picks the chord playing from 129.", "baseline": {"value": 0.0078, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 2000, "group": "arts", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2510.06528"}, {"kind": "dataset", "url": "https://github.com/AndyWeasley2004/POP909-CL-Dataset"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · median_ms189.40 ms
Setup & source

HF text 0.4 · POP909-CL · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · Raw index component63.50
Setup & source

HF text 0.4 · POP909-CL · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.635, "skill": 0.6322, "coverage": 1, "random": 0.0078, "tracks": [], "combined": 0.4911, "private_eq": 0.4998} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · Chance-corrected public skill63.22
Setup & source

HF text 0.4 · POP909-CL · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.635, "skill": 0.6322, "coverage": 1, "random": 0.0078, "tracks": [], "combined": 0.4911, "private_eq": 0.4998} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · Combined public/private component49.11
Setup & source

HF text 0.4 · POP909-CL · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.635, "skill": 0.6322, "coverage": 1, "random": 0.0078, "tracks": [], "combined": 0.4911, "private_eq": 0.4998} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · POP909-CL · Equated private same-skill component49.98
Setup & source

HF text 0.4 · POP909-CL · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.635, "skill": 0.6322, "coverage": 1, "random": 0.0078, "tracks": [], "combined": 0.4911, "private_eq": 0.4998} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · cfcolor · accuracy62.24%
Setup & source

HF text 0.4 · cfcolor · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.6224, "jev": null, "metric": "accuracy", "requests": 5000, "answered": 5000, "unsupported": 0, "errors": 0, "median_ms": 30.3}. Benchmark contract: {"id": 23, "dataset": "cfcolor", "short": "cfcolor", "metric": "accuracy", "explainer": "Given a person's earlier ratings of color palettes, predicts which of two new palettes they rated higher.", "baseline": {"value": 0.5, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 5000, "group": "arts", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://www.dgp.toronto.edu/~donovan/cfcolor/"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · cfcolor · median_ms30.30 ms
Setup & source

HF text 0.4 · cfcolor · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · cfcolor · Raw index component61.55
Setup & source

HF text 0.4 · cfcolor · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6155, "skill": 0.231, "coverage": 1, "random": 0.5, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · cfcolor · Chance-corrected public skill23.10
Setup & source

HF text 0.4 · cfcolor · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6155, "skill": 0.231, "coverage": 1, "random": 0.5, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU · accuracy86.12%
Setup & source

HF text 0.4 · MMLU · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8612, "jev": null, "metric": "accuracy", "requests": 14033, "answered": 14033, "unsupported": 0, "errors": 0, "median_ms": 24.7}. Benchmark contract: {"id": 24, "dataset": "MMLU", "short": "MMLU", "metric": "accuracy", "explainer": "Four-option questions across 57 school and professional subjects, from law to algebra.", "baseline": {"value": 0.25, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 14042, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/cais/mmlu"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 14033

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU · median_ms24.70 ms
Setup & source

HF text 0.4 · MMLU · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU · Raw index component86.12
Setup & source

HF text 0.4 · MMLU · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8612, "skill": 0.8149, "coverage": 1, "random": 0.25, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 14033

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU · Chance-corrected public skill81.49
Setup & source

HF text 0.4 · MMLU · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8612, "skill": 0.8149, "coverage": 1, "random": 0.25, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 14033

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · accuracy46.94%
Setup & source

HF text 0.4 · GPQA Diamond · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.4694, "jev": null, "metric": "accuracy", "requests": 196, "answered": 196, "unsupported": 0, "errors": 0, "median_ms": 702.8}. Benchmark contract: {"id": 25, "dataset": "GPQA Diamond", "short": "GPQA Diamond", "metric": "accuracy", "explainer": "198 hard four-option science questions written by PhD experts in physics, chemistry and biology.", "baseline": {"value": 0.25, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 198, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/idavidrein/gpqa"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 196

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · median_ms702.80 ms
Setup & source

HF text 0.4 · GPQA Diamond · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · Raw index component46.94
Setup & source

HF text 0.4 · GPQA Diamond · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4694, "skill": 0.2925, "coverage": 1, "random": 0.25, "tracks": [], "private_eq": 0.4763, "combined": 0.2947} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 196

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · Chance-corrected public skill29.25
Setup & source

HF text 0.4 · GPQA Diamond · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4694, "skill": 0.2925, "coverage": 1, "random": 0.25, "tracks": [], "private_eq": 0.4763, "combined": 0.2947} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 196

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · Combined public/private component29.47
Setup & source

HF text 0.4 · GPQA Diamond · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4694, "skill": 0.2925, "coverage": 1, "random": 0.25, "tracks": [], "private_eq": 0.4763, "combined": 0.2947} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GPQA Diamond · Equated private same-skill component47.63
Setup & source

HF text 0.4 · GPQA Diamond · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4694, "skill": 0.2925, "coverage": 1, "random": 0.25, "tracks": [], "private_eq": 0.4763, "combined": 0.2947} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Easy · accuracy98.95%
Setup & source

HF text 0.4 · ARC-Easy · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9895, "jev": null, "metric": "accuracy", "requests": 2376, "answered": 2376, "unsupported": 0, "errors": 0, "median_ms": 23.9}. Benchmark contract: {"id": 26, "dataset": "ARC-Easy", "short": "ARC-Easy", "metric": "accuracy", "explainer": "Grade-school science multiple choice, the easier set.", "baseline": {"value": 0.2502, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 2376, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/allenai/ai2_arc"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2376

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Easy · median_ms23.90 ms
Setup & source

HF text 0.4 · ARC-Easy · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Easy · Raw index component98.95
Setup & source

HF text 0.4 · ARC-Easy · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9895, "skill": 0.986, "coverage": 1, "random": 0.2502, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2376

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Easy · Chance-corrected public skill98.60
Setup & source

HF text 0.4 · ARC-Easy · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9895, "skill": 0.986, "coverage": 1, "random": 0.2502, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2376

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Challenge · accuracy97.35%
Setup & source

HF text 0.4 · ARC-Challenge · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9735, "jev": null, "metric": "accuracy", "requests": 1172, "answered": 1172, "unsupported": 0, "errors": 0, "median_ms": 24.3}. Benchmark contract: {"id": 27, "dataset": "ARC-Challenge", "short": "ARC-Challenge", "metric": "accuracy", "explainer": "Grade-school science multiple choice, the harder set that simple retrieval gets wrong.", "baseline": {"value": 0.2502, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 1172, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/allenai/ai2_arc"}]} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1172

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Challenge · median_ms24.30 ms
Setup & source

HF text 0.4 · ARC-Challenge · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Challenge · Raw index component97.35
Setup & source

HF text 0.4 · ARC-Challenge · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9735, "skill": 0.9647, "coverage": 1, "random": 0.2502, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1172

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ARC-Challenge · Chance-corrected public skill96.47
Setup & source

HF text 0.4 · ARC-Challenge · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9735, "skill": 0.9647, "coverage": 1, "random": 0.2502, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1172

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · accuracy88.63%
Setup & source

HF text 0.4 · WinoGrande · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8863, "jev": null, "metric": "accuracy", "requests": 1267, "answered": 1267, "unsupported": 0, "errors": 0, "median_ms": 23.9}. Benchmark contract: {"id": 28, "dataset": "WinoGrande", "short": "WinoGrande", "metric": "accuracy", "explainer": "Fills a blank with one of two options using common sense, e.g. who \"got the easier cases\".", "baseline": {"value": 0.5, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 1267, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/allenai/winogrande"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1267

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · median_ms23.90 ms
Setup & source

HF text 0.4 · WinoGrande · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · Raw index component88.63
Setup & source

HF text 0.4 · WinoGrande · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8863, "skill": 0.7726, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6126, "private_eq": 0.808} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1267

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · Chance-corrected public skill77.26
Setup & source

HF text 0.4 · WinoGrande · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8863, "skill": 0.7726, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6126, "private_eq": 0.808} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1267

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · Combined public/private component61.26
Setup & source

HF text 0.4 · WinoGrande · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8863, "skill": 0.7726, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6126, "private_eq": 0.808} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · WinoGrande · Equated private same-skill component80.80
Setup & source

HF text 0.4 · WinoGrande · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8863, "skill": 0.7726, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6126, "private_eq": 0.808} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · accuracy94.30%
Setup & source

HF text 0.4 · HellaSwag · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.943, "jev": null, "metric": "accuracy", "requests": 10042, "answered": 10042, "unsupported": 0, "errors": 0, "median_ms": 27.4}. Benchmark contract: {"id": 29, "dataset": "HellaSwag", "short": "HellaSwag", "metric": "accuracy", "explainer": "Picks the most sensible of four continuations of an everyday scene.", "baseline": {"value": 0.25, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 10042, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/Rowan/hellaswag"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10042

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · median_ms27.40 ms
Setup & source

HF text 0.4 · HellaSwag · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · Raw index component94.30
Setup & source

HF text 0.4 · HellaSwag · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.943, "skill": 0.924, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.9731, "private_eq": 0.9793} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10042

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · Chance-corrected public skill92.40
Setup & source

HF text 0.4 · HellaSwag · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.943, "skill": 0.924, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.9731, "private_eq": 0.9793} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 10042

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · Combined public/private component97.31
Setup & source

HF text 0.4 · HellaSwag · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.943, "skill": 0.924, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.9731, "private_eq": 0.9793} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HellaSwag · Equated private same-skill component97.93
Setup & source

HF text 0.4 · HellaSwag · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.943, "skill": 0.924, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.9731, "private_eq": 0.9793} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · accuracy (4- and 10-choice)91.21%
Setup & source

HF text 0.4 · GSM8K · accuracy (4- and 10-choice)

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9121, "jev": 0.7301, "metric": "accuracy (4- and 10-choice)", "requests": 2638, "answered": 2638, "unsupported": 0, "errors": 0, "median_ms": null}. Benchmark contract: {"id": 30, "dataset": "GSM8K", "short": "GSM8K", "metric": "accuracy", "explainer": "Picks a math word problem's answer from 4, and separately 10, numbers, with no working. Rebuilt for v0.3.", "baseline": {"value": 0.175, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 2638, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/openai/gsm8k"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2638

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · Raw index component91.21
Setup & source

HF text 0.4 · GSM8K · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9121, "skill": 0.8914, "coverage": 1, "random": 0.175, "tracks": [{"track": "4-choice", "raw": 0.9022, "random": 0.25}, {"track": "10-choice", "raw": 0.9219, "random": 0.1}], "combined": 0.8729, "private_eq": 0.8955} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2638

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · Chance-corrected public skill89.14
Setup & source

HF text 0.4 · GSM8K · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9121, "skill": 0.8914, "coverage": 1, "random": 0.175, "tracks": [{"track": "4-choice", "raw": 0.9022, "random": 0.25}, {"track": "10-choice", "raw": 0.9219, "random": 0.1}], "combined": 0.8729, "private_eq": 0.8955} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2638

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · Combined public/private component87.29
Setup & source

HF text 0.4 · GSM8K · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9121, "skill": 0.8914, "coverage": 1, "random": 0.175, "tracks": [{"track": "4-choice", "raw": 0.9022, "random": 0.25}, {"track": "10-choice", "raw": 0.9219, "random": 0.1}], "combined": 0.8729, "private_eq": 0.8955} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · Equated private same-skill component89.55
Setup & source

HF text 0.4 · GSM8K · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.9121, "skill": 0.8914, "coverage": 1, "random": 0.175, "tracks": [{"track": "4-choice", "raw": 0.9022, "random": 0.25}, {"track": "10-choice", "raw": 0.9219, "random": 0.1}], "combined": 0.8729, "private_eq": 0.8955} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · 4-choice90.22%
Setup & source

HF text 0.4 · GSM8K · 4-choice

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published separate track; sample count unspecified. {"track": "4-choice", "raw": 0.9022, "random": 0.25} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · GSM8K · 10-choice92.19%
Setup & source

HF text 0.4 · GSM8K · 10-choice

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published separate track; sample count unspecified. {"track": "10-choice", "raw": 0.9219, "random": 0.1} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · accuracy18.14%
Setup & source

HF text 0.4 · ChessBench · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.1814, "jev": null, "metric": "accuracy", "requests": 5000, "answered": 5000, "unsupported": 0, "errors": 0, "median_ms": 52.1}. Benchmark contract: {"id": 31, "dataset": "ChessBench", "short": "ChessBench", "metric": "accuracy", "explainer": "Given a chess position and every legal move, picks the strongest one; tied best moves count.", "baseline": {"value": 0.0819, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 5000, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2402.04494"}, {"kind": "code", "url": "https://github.com/google-deepmind/searchless_chess"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · median_ms52.10 ms
Setup & source

HF text 0.4 · ChessBench · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · Raw index component18.14
Setup & source

HF text 0.4 · ChessBench · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1814, "skill": 0.1084, "coverage": 1, "random": 0.0819, "tracks": [], "combined": 0.079, "private_eq": 0.1631} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · Chance-corrected public skill10.84
Setup & source

HF text 0.4 · ChessBench · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1814, "skill": 0.1084, "coverage": 1, "random": 0.0819, "tracks": [], "combined": 0.079, "private_eq": 0.1631} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · Combined public/private component7.90
Setup & source

HF text 0.4 · ChessBench · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1814, "skill": 0.1084, "coverage": 1, "random": 0.0819, "tracks": [], "combined": 0.079, "private_eq": 0.1631} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ChessBench · Equated private same-skill component16.31
Setup & source

HF text 0.4 · ChessBench · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1814, "skill": 0.1084, "coverage": 1, "random": 0.0819, "tracks": [], "combined": 0.079, "private_eq": 0.1631} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · accuracy66.49%
Setup & source

HF text 0.4 · MuSR · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.6649, "jev": null, "metric": "accuracy", "requests": 752, "answered": 752, "unsupported": 0, "errors": 0, "median_ms": 46.1}. Benchmark contract: {"id": 32, "dataset": "MuSR", "short": "MuSR", "metric": "accuracy", "explainer": "Reads a long story and answers one question needing clues from across it, e.g. who the murderer is.", "baseline": {"value": 0.371, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 752, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2310.16049"}, {"kind": "dataset", "url": "https://github.com/Zayne-sprague/MuSR"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 752

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · median_ms46.10 ms
Setup & source

HF text 0.4 · MuSR · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · Raw index component66.49
Setup & source

HF text 0.4 · MuSR · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6649, "skill": 0.4672, "coverage": 1, "random": 0.371, "tracks": [], "combined": 0.1963, "private_eq": 0.4996} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 752

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · Chance-corrected public skill46.72
Setup & source

HF text 0.4 · MuSR · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6649, "skill": 0.4672, "coverage": 1, "random": 0.371, "tracks": [], "combined": 0.1963, "private_eq": 0.4996} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 752

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · Combined public/private component19.63
Setup & source

HF text 0.4 · MuSR · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6649, "skill": 0.4672, "coverage": 1, "random": 0.371, "tracks": [], "combined": 0.1963, "private_eq": 0.4996} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MuSR · Equated private same-skill component49.96
Setup & source

HF text 0.4 · MuSR · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.6649, "skill": 0.4672, "coverage": 1, "random": 0.371, "tracks": [], "combined": 0.1963, "private_eq": 0.4996} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · case exact accuracy34.97%
Setup & source

HF text 0.4 · SATA-Bench · case exact accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.3497, "jev": null, "metric": "case exact accuracy", "requests": 1650, "answered": 1650, "unsupported": 0, "errors": 0, "median_ms": 609}. Benchmark contract: {"id": 33, "dataset": "SATA-Bench", "short": "SATA-Bench", "metric": "case exact accuracy", "explainer": "Given a passage, a question and candidate answers, says yes or no to each; all must be right.", "baseline": {"value": 0.0131, "label": "Random whole-case guesses"}, "lower": false, "range": null, "cases": 1650, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/sata-bench/sata-bench"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1650

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · median_ms609.00 ms
Setup & source

HF text 0.4 · SATA-Bench · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · Raw index component34.97
Setup & source

HF text 0.4 · SATA-Bench · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.3497, "skill": 0.3411, "coverage": 1, "random": 0.0131, "tracks": [], "combined": 0.4307, "private_eq": 0.4436} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1650

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · Chance-corrected public skill34.11
Setup & source

HF text 0.4 · SATA-Bench · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.3497, "skill": 0.3411, "coverage": 1, "random": 0.0131, "tracks": [], "combined": 0.4307, "private_eq": 0.4436} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1650

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · Combined public/private component43.07
Setup & source

HF text 0.4 · SATA-Bench · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.3497, "skill": 0.3411, "coverage": 1, "random": 0.0131, "tracks": [], "combined": 0.4307, "private_eq": 0.4436} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · SATA-Bench · Equated private same-skill component44.36
Setup & source

HF text 0.4 · SATA-Bench · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native case exact accuracy. Source normalization: {"raw": 0.3497, "skill": 0.3411, "coverage": 1, "random": 0.0131, "tracks": [], "combined": 0.4307, "private_eq": 0.4436} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · nDCG@1046.23%
Setup & source

HF text 0.4 · BRIGHT · nDCG@10

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.4623, "jev": null, "metric": "nDCG@10", "requests": 220, "answered": 220, "unsupported": 0, "errors": 0, "median_ms": 642.4}. Benchmark contract: {"id": 36, "dataset": "BRIGHT", "short": "BRIGHT", "metric": "nDCG@10", "explainer": "Rates how helpful each of 32 search-hit documents is for a hard question; ranked by nDCG@10, on questions where at least one of the 32 is relevant.", "baseline": {"value": 0.116, "label": "Random ranking, answerable queries", "previous": 0.0448}, "lower": false, "range": null, "cases": 220, "group": "retrieval", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2407.12883"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/xlangai/BRIGHT"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 220

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · median_ms642.40 ms
Setup & source

HF text 0.4 · BRIGHT · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · Raw index component46.23
Setup & source

HF text 0.4 · BRIGHT · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.4623, "skill": 0.3917, "coverage": 1, "random": 0.116, "tracks": [], "combined": 0.3676, "private_eq": 0.4464} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 220

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · Chance-corrected public skill39.17
Setup & source

HF text 0.4 · BRIGHT · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.4623, "skill": 0.3917, "coverage": 1, "random": 0.116, "tracks": [], "combined": 0.3676, "private_eq": 0.4464} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 220

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · Combined public/private component36.76
Setup & source

HF text 0.4 · BRIGHT · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.4623, "skill": 0.3917, "coverage": 1, "random": 0.116, "tracks": [], "combined": 0.3676, "private_eq": 0.4464} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BRIGHT · Equated private same-skill component44.64
Setup & source

HF text 0.4 · BRIGHT · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native nDCG@10. Source normalization: {"raw": 0.4623, "skill": 0.3917, "coverage": 1, "random": 0.116, "tracks": [], "combined": 0.3676, "private_eq": 0.4464} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · macro-F158.70%
Setup & source

HF text 0.4 · Amazon ESCI · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.587, "jev": null, "metric": "macro-F1", "requests": 5000, "answered": 5000, "unsupported": 0, "errors": 0, "median_ms": 798.2}. Benchmark contract: {"id": 37, "dataset": "Amazon ESCI", "short": "Amazon ESCI", "metric": "macro-F1", "explainer": "Labels a product as an exact match, substitute, complement or irrelevant to a shopping query.", "baseline": {"value": 0.2027, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 5000, "group": "retrieval", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/amazon-science/esci-data"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · median_ms798.20 ms
Setup & source

HF text 0.4 · Amazon ESCI · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · Raw index component58.70
Setup & source

HF text 0.4 · Amazon ESCI · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.587, "skill": 0.482, "coverage": 1, "random": 0.2027, "tracks": [], "combined": 0.5836, "private_eq": 0.671} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · Chance-corrected public skill48.20
Setup & source

HF text 0.4 · Amazon ESCI · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.587, "skill": 0.482, "coverage": 1, "random": 0.2027, "tracks": [], "combined": 0.5836, "private_eq": 0.671} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · Combined public/private component58.36
Setup & source

HF text 0.4 · Amazon ESCI · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.587, "skill": 0.482, "coverage": 1, "random": 0.2027, "tracks": [], "combined": 0.5836, "private_eq": 0.671} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Amazon ESCI · Equated private same-skill component67.10
Setup & source

HF text 0.4 · Amazon ESCI · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.587, "skill": 0.482, "coverage": 1, "random": 0.2027, "tracks": [], "combined": 0.5836, "private_eq": 0.671} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · per-review F134.20%
Setup & source

HF text 0.4 · ACOS · per-review F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.342, "jev": null, "metric": "per-review F1", "requests": 1565, "answered": 1565, "unsupported": 0, "errors": 0, "median_ms": 634.7}. Benchmark contract: {"id": 38, "dataset": "ACOS", "short": "ACOS", "metric": "per-review F1", "explainer": "Reads a restaurant or laptop review and says yes/no for each aspect-and-sentiment pair; scored by F1 per review, averaged over reviews.", "baseline": {"value": 0.031, "label": "Always yes · per-review F1", "previous": 0}, "lower": false, "range": null, "cases": 400, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://aclanthology.org/2021.acl-long.29"}, {"kind": "dataset", "url": "https://github.com/NUSTM/ACOS"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1565

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · median_ms634.70 ms
Setup & source

HF text 0.4 · ACOS · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · Raw index component34.20
Setup & source

HF text 0.4 · ACOS · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native per-review F1. Source normalization: {"raw": 0.342, "skill": 0.3209, "coverage": 1, "random": 0.031, "tracks": [], "combined": 0.536, "private_eq": 0.5545} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1565

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · Chance-corrected public skill32.09
Setup & source

HF text 0.4 · ACOS · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native per-review F1. Source normalization: {"raw": 0.342, "skill": 0.3209, "coverage": 1, "random": 0.031, "tracks": [], "combined": 0.536, "private_eq": 0.5545} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1565

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · Combined public/private component53.60
Setup & source

HF text 0.4 · ACOS · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native per-review F1. Source normalization: {"raw": 0.342, "skill": 0.3209, "coverage": 1, "random": 0.031, "tracks": [], "combined": 0.536, "private_eq": 0.5545} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · ACOS · Equated private same-skill component55.45
Setup & source

HF text 0.4 · ACOS · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native per-review F1. Source normalization: {"raw": 0.342, "skill": 0.3209, "coverage": 1, "random": 0.031, "tracks": [], "combined": 0.536, "private_eq": 0.5545} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · macro-F192.51%
Setup & source

HF text 0.4 · FinEntity · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.9251, "jev": null, "metric": "macro-F1", "requests": 979, "answered": 979, "unsupported": 0, "errors": 0, "median_ms": 27.4}. Benchmark contract: {"id": 39, "dataset": "FinEntity", "short": "FinEntity", "metric": "macro-F1", "explainer": "Says whether a financial news snippet is positive, negative or neutral about a named firm.", "baseline": {"value": 0.3201, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 979, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://aclanthology.org/2023.emnlp-main.956"}, {"kind": "dataset", "url": "https://github.com/yixuantt/FinEntity"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 979

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · median_ms27.40 ms
Setup & source

HF text 0.4 · FinEntity · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · Raw index component92.51
Setup & source

HF text 0.4 · FinEntity · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9251, "skill": 0.8898, "coverage": 1, "random": 0.3201, "tracks": [], "combined": 0.5929, "private_eq": 0.7257} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 979

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · Chance-corrected public skill88.98
Setup & source

HF text 0.4 · FinEntity · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9251, "skill": 0.8898, "coverage": 1, "random": 0.3201, "tracks": [], "combined": 0.5929, "private_eq": 0.7257} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 979

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · Combined public/private component59.29
Setup & source

HF text 0.4 · FinEntity · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9251, "skill": 0.8898, "coverage": 1, "random": 0.3201, "tracks": [], "combined": 0.5929, "private_eq": 0.7257} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · FinEntity · Equated private same-skill component72.57
Setup & source

HF text 0.4 · FinEntity · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.9251, "skill": 0.8898, "coverage": 1, "random": 0.3201, "tracks": [], "combined": 0.5929, "private_eq": 0.7257} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · Sarcasm F1 · track A, English53.92%
Setup & source

HF text 0.4 · iSarcasmEval · Sarcasm F1 · track A, English

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.5392, "jev": null, "metric": "Sarcasm F1 \u00b7 track A, English", "requests": 4600, "answered": 4600, "unsupported": 0, "errors": 0, "median_ms": 27.9}. Benchmark contract: {"id": 40, "dataset": "iSarcasmEval", "short": "iSarcasmEval", "metric": "Sarcasm F1 · track A, English", "explainer": "Says yes or no: is this tweet sarcastic? Scored with F1 on sarcastic English tweets (track A); other tracks listed under each result.", "baseline": {"value": 0.2227, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 4600, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://aclanthology.org/2022.semeval-1.111"}, {"kind": "dataset", "url": "https://github.com/iabufarha/iSarcasmEval"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4600

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · median_ms27.90 ms
Setup & source

HF text 0.4 · iSarcasmEval · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · Raw index component53.92
Setup & source

HF text 0.4 · iSarcasmEval · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native Sarcasm F1 · track A, English. Source normalization: {"raw": 0.5392, "skill": 0.4072, "coverage": 1, "random": 0.2227, "tracks": [{"track": "A · Arabic", "score": 0.5195, "headline": false}, {"track": "A · English", "score": 0.5392, "headline": true}, {"track": "C · Arabic pairs", "score": 0.89, "headline": false}, {"track": "C · English pairs", "score": 0.975, "headline": false}], "combined": 0.3813, "private_eq": 0.5238} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4600

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · Chance-corrected public skill40.72
Setup & source

HF text 0.4 · iSarcasmEval · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native Sarcasm F1 · track A, English. Source normalization: {"raw": 0.5392, "skill": 0.4072, "coverage": 1, "random": 0.2227, "tracks": [{"track": "A · Arabic", "score": 0.5195, "headline": false}, {"track": "A · English", "score": 0.5392, "headline": true}, {"track": "C · Arabic pairs", "score": 0.89, "headline": false}, {"track": "C · English pairs", "score": 0.975, "headline": false}], "combined": 0.3813, "private_eq": 0.5238} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4600

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · Combined public/private component38.13
Setup & source

HF text 0.4 · iSarcasmEval · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native Sarcasm F1 · track A, English. Source normalization: {"raw": 0.5392, "skill": 0.4072, "coverage": 1, "random": 0.2227, "tracks": [{"track": "A · Arabic", "score": 0.5195, "headline": false}, {"track": "A · English", "score": 0.5392, "headline": true}, {"track": "C · Arabic pairs", "score": 0.89, "headline": false}, {"track": "C · English pairs", "score": 0.975, "headline": false}], "combined": 0.3813, "private_eq": 0.5238} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · Equated private same-skill component52.38
Setup & source

HF text 0.4 · iSarcasmEval · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native Sarcasm F1 · track A, English. Source normalization: {"raw": 0.5392, "skill": 0.4072, "coverage": 1, "random": 0.2227, "tracks": [{"track": "A · Arabic", "score": 0.5195, "headline": false}, {"track": "A · English", "score": 0.5392, "headline": true}, {"track": "C · Arabic pairs", "score": 0.89, "headline": false}, {"track": "C · English pairs", "score": 0.975, "headline": false}], "combined": 0.3813, "private_eq": 0.5238} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · A · Arabic51.95%
Setup & source

HF text 0.4 · iSarcasmEval · A · Arabic

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published separate track; sample count unspecified. {"track": "A · Arabic", "score": 0.5195, "headline": false} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · C · Arabic pairs89.00%
Setup & source

HF text 0.4 · iSarcasmEval · C · Arabic pairs

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published separate track; sample count unspecified. {"track": "C · Arabic pairs", "score": 0.89, "headline": false} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · iSarcasmEval · C · English pairs97.50%
Setup & source

HF text 0.4 · iSarcasmEval · C · English pairs

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published separate track; sample count unspecified. {"track": "C · English pairs", "score": 0.975, "headline": false} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · macro-F177.35%
Setup & source

HF text 0.4 · VAST · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7735, "jev": null, "metric": "macro-F1", "requests": 3006, "answered": 3006, "unsupported": 0, "errors": 0, "median_ms": 27.6}. Benchmark contract: {"id": 41, "dataset": "VAST", "short": "VAST", "metric": "macro-F1", "explainer": "Says whether a comment is for, against, or neutral on a given topic.", "baseline": {"value": 0.3333, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 3006, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/emilyallaway/zero-shot-stance"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3006

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · median_ms27.60 ms
Setup & source

HF text 0.4 · VAST · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · Raw index component77.35
Setup & source

HF text 0.4 · VAST · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7735, "skill": 0.6603, "coverage": 1, "random": 0.3333, "tracks": [], "combined": 0.5867, "private_eq": 0.7269} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3006

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · Chance-corrected public skill66.03
Setup & source

HF text 0.4 · VAST · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7735, "skill": 0.6603, "coverage": 1, "random": 0.3333, "tracks": [], "combined": 0.5867, "private_eq": 0.7269} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3006

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · Combined public/private component58.67
Setup & source

HF text 0.4 · VAST · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7735, "skill": 0.6603, "coverage": 1, "random": 0.3333, "tracks": [], "combined": 0.5867, "private_eq": 0.7269} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · VAST · Equated private same-skill component72.69
Setup & source

HF text 0.4 · VAST · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.7735, "skill": 0.6603, "coverage": 1, "random": 0.3333, "tracks": [], "combined": 0.5867, "private_eq": 0.7269} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · macro-F182.25%
Setup & source

HF text 0.4 · NLI4CT · macro-F1

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8225, "jev": null, "metric": "macro-F1", "requests": 5500, "answered": 5500, "unsupported": 0, "errors": 0, "median_ms": 32.7}. Benchmark contract: {"id": 42, "dataset": "NLI4CT", "short": "NLI4CT", "metric": "macro-F1", "explainer": "Says whether clinical-trial report sections support or contradict a statement, some deliberately altered.", "baseline": {"value": 0.486, "label": "Random choices · F1"}, "lower": false, "range": null, "cases": 5500, "group": "language", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/ai-systems/Task-2-SemEval-2024"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · median_ms32.70 ms
Setup & source

HF text 0.4 · NLI4CT · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · Raw index component82.25
Setup & source

HF text 0.4 · NLI4CT · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8225, "skill": 0.6547, "coverage": 1, "random": 0.486, "tracks": [], "combined": 0.7287, "private_eq": 0.8616} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · Chance-corrected public skill65.47
Setup & source

HF text 0.4 · NLI4CT · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8225, "skill": 0.6547, "coverage": 1, "random": 0.486, "tracks": [], "combined": 0.7287, "private_eq": 0.8616} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5500

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · Combined public/private component72.87
Setup & source

HF text 0.4 · NLI4CT · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8225, "skill": 0.6547, "coverage": 1, "random": 0.486, "tracks": [], "combined": 0.7287, "private_eq": 0.8616} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · NLI4CT · Equated private same-skill component86.16
Setup & source

HF text 0.4 · NLI4CT · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native macro-F1. Source normalization: {"raw": 0.8225, "skill": 0.6547, "coverage": 1, "random": 0.486, "tracks": [], "combined": 0.7287, "private_eq": 0.8616} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · accuracy82.28%
Setup & source

HF text 0.4 · CRUXEval · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8228, "jev": null, "metric": "accuracy", "requests": 570, "answered": 570, "unsupported": 0, "errors": 0, "median_ms": 25.7}. Benchmark contract: {"id": 43, "dataset": "CRUXEval", "short": "CRUXEval", "metric": "accuracy", "explainer": "Reads a short Python function and an input and picks its output from 2 to 10 candidates, without running it.", "baseline": {"value": 0.3697, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 570, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2401.03065"}, {"kind": "dataset", "url": "https://github.com/facebookresearch/cruxeval"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 570

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · median_ms25.70 ms
Setup & source

HF text 0.4 · CRUXEval · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · Raw index component82.28
Setup & source

HF text 0.4 · CRUXEval · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8228, "skill": 0.7189, "coverage": 1, "random": 0.3697, "tracks": [], "combined": 0.629, "private_eq": 0.7682} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 570

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · Chance-corrected public skill71.89
Setup & source

HF text 0.4 · CRUXEval · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8228, "skill": 0.7189, "coverage": 1, "random": 0.3697, "tracks": [], "combined": 0.629, "private_eq": 0.7682} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 570

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · Combined public/private component62.90
Setup & source

HF text 0.4 · CRUXEval · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8228, "skill": 0.7189, "coverage": 1, "random": 0.3697, "tracks": [], "combined": 0.629, "private_eq": 0.7682} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CRUXEval · Equated private same-skill component76.82
Setup & source

HF text 0.4 · CRUXEval · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8228, "skill": 0.7189, "coverage": 1, "random": 0.3697, "tracks": [], "combined": 0.629, "private_eq": 0.7682} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · accuracy80.52%
Setup & source

HF text 0.4 · CLadder · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8052, "jev": null, "metric": "accuracy", "requests": 5000, "answered": 5000, "unsupported": 0, "errors": 0, "median_ms": 26.5}. Benchmark contract: {"id": 44, "dataset": "CLadder", "short": "CLadder", "metric": "accuracy", "explainer": "Answers a yes/no question about cause and effect in a small made-up world with stated probabilities.", "baseline": {"value": 0.5, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 5000, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2312.04350"}, {"kind": "dataset", "url": "https://github.com/causalNLP/cladder"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · median_ms26.50 ms
Setup & source

HF text 0.4 · CLadder · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · Raw index component80.52
Setup & source

HF text 0.4 · CLadder · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8052, "skill": 0.6104, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6154, "private_eq": 0.8094} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · Chance-corrected public skill61.04
Setup & source

HF text 0.4 · CLadder · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8052, "skill": 0.6104, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6154, "private_eq": 0.8094} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · Combined public/private component61.54
Setup & source

HF text 0.4 · CLadder · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8052, "skill": 0.6104, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6154, "private_eq": 0.8094} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · CLadder · Equated private same-skill component80.94
Setup & source

HF text 0.4 · CLadder · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8052, "skill": 0.6104, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6154, "private_eq": 0.8094} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HLE · accuracy12.38%
Setup & source

HF text 0.4 · HLE · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.1238, "jev": null, "metric": "accuracy", "requests": 501, "answered": 501, "unsupported": 0, "errors": 0, "median_ms": 739.2}. Benchmark contract: {"id": 45, "dataset": "HLE", "short": "HLE", "metric": "accuracy", "explainer": "Expert-level multiple choice from Humanity's Last Exam, text-only questions, 5 to 26 options.", "baseline": {"value": 0.1641, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 501, "group": "knowledge", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/cais/hle"}], "gold": 1.2} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 501

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HLE · median_ms739.20 ms
Setup & source

HF text 0.4 · HLE · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HLE · Raw index component12.38
Setup & source

HF text 0.4 · HLE · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1238, "skill": 0, "coverage": 1, "random": 0.1641, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 501

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HLE · Chance-corrected public skill0.00
Setup & source

HF text 0.4 · HLE · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.1238, "skill": 0, "coverage": 1, "random": 0.1641, "tracks": []} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 501

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · accuracy47.49%
Setup & source

HF text 0.4 · Habermas Machine · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.4749, "jev": null, "metric": "accuracy", "requests": 1676, "answered": 1676, "unsupported": 0, "errors": 0, "median_ms": 47.7}. Benchmark contract: {"id": 50, "dataset": "Habermas Machine", "short": "Habermas", "metric": "accuracy", "explainer": "Given a group's opinions on a policy question, predicts which candidate statement the group ranked highest.", "baseline": {"value": 0.311, "label": "Uniform random choice"}, "lower": false, "range": null, "cases": 1676, "group": "arts", "in_suite": true, "interactive": false, "references": [{"kind": "dataset", "url": "https://github.com/google-deepmind/habermas_machine"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1676

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · median_ms47.70 ms
Setup & source

HF text 0.4 · Habermas Machine · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · Raw index component47.49
Setup & source

HF text 0.4 · Habermas Machine · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4749, "skill": 0.238, "coverage": 1, "random": 0.311, "tracks": [], "combined": 0.2176, "private_eq": 0.4664} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1676

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · Chance-corrected public skill23.80
Setup & source

HF text 0.4 · Habermas Machine · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4749, "skill": 0.238, "coverage": 1, "random": 0.311, "tracks": [], "combined": 0.2176, "private_eq": 0.4664} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 1676

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · Combined public/private component21.76
Setup & source

HF text 0.4 · Habermas Machine · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4749, "skill": 0.238, "coverage": 1, "random": 0.311, "tracks": [], "combined": 0.2176, "private_eq": 0.4664} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · Habermas Machine · Equated private same-skill component46.64
Setup & source

HF text 0.4 · Habermas Machine · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.4749, "skill": 0.238, "coverage": 1, "random": 0.311, "tracks": [], "combined": 0.2176, "private_eq": 0.4664} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · accuracy81.15%
Setup & source

HF text 0.4 · PhishNChips phishing decisions · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8115, "jev": null, "metric": "accuracy", "requests": 2000, "answered": 2000, "unsupported": 0, "errors": 0, "median_ms": 712.9}. Benchmark contract: {"id": 56, "dataset": "PhishNChips phishing decisions", "short": "PhishNChips", "metric": "accuracy", "explainer": "Says whether an email and its link are phishing or legitimate.", "baseline": {"value": 0.5, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 2000, "group": "retrieval", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "dataset", "url": "https://huggingface.co/datasets/AreLit/PhishNChips"}, {"kind": "code", "url": "https://github.com/anisselbd/jev-phishing-bench"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · median_ms712.90 ms
Setup & source

HF text 0.4 · PhishNChips phishing decisions · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · Raw index component81.15
Setup & source

HF text 0.4 · PhishNChips phishing decisions · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8115, "skill": 0.623, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.5424, "private_eq": 0.7733} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · Chance-corrected public skill62.30
Setup & source

HF text 0.4 · PhishNChips phishing decisions · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8115, "skill": 0.623, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.5424, "private_eq": 0.7733} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · Combined public/private component54.24
Setup & source

HF text 0.4 · PhishNChips phishing decisions · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8115, "skill": 0.623, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.5424, "private_eq": 0.7733} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · PhishNChips phishing decisions · Equated private same-skill component77.33
Setup & source

HF text 0.4 · PhishNChips phishing decisions · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8115, "skill": 0.623, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.5424, "private_eq": 0.7733} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · accuracy73.03%
Setup & source

HF text 0.4 · MMLU-Pro · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7303, "jev": null, "metric": "accuracy", "requests": 12032, "answered": 12032, "unsupported": 0, "errors": 0, "median_ms": 425.9}. Benchmark contract: {"id": 57, "dataset": "MMLU-Pro", "short": "MMLU-Pro", "metric": "accuracy", "explainer": "Harder MMLU successor: questions across 14 subjects with up to ten options.", "baseline": {"value": 0.1109, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 12032, "group": "knowledge", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2406.01574"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/TIGER-Lab/MMLU-Pro"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 12032

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · median_ms425.90 ms
Setup & source

HF text 0.4 · MMLU-Pro · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · Raw index component73.03
Setup & source

HF text 0.4 · MMLU-Pro · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7303, "skill": 0.6967, "coverage": 1, "random": 0.1109, "tracks": [], "private_eq": 0.5801, "combined": 0.5233} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 12032

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · Chance-corrected public skill69.67
Setup & source

HF text 0.4 · MMLU-Pro · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7303, "skill": 0.6967, "coverage": 1, "random": 0.1109, "tracks": [], "private_eq": 0.5801, "combined": 0.5233} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 12032

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · Combined public/private component52.33
Setup & source

HF text 0.4 · MMLU-Pro · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7303, "skill": 0.6967, "coverage": 1, "random": 0.1109, "tracks": [], "private_eq": 0.5801, "combined": 0.5233} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · MMLU-Pro · Equated private same-skill component58.01
Setup & source

HF text 0.4 · MMLU-Pro · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7303, "skill": 0.6967, "coverage": 1, "random": 0.1109, "tracks": [], "private_eq": 0.5801, "combined": 0.5233} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · accuracy87.63%
Setup & source

HF text 0.4 · BBH · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8763, "jev": null, "metric": "accuracy", "requests": 5507, "answered": 5507, "unsupported": 0, "errors": 0, "median_ms": 26.4}. Benchmark contract: {"id": 58, "dataset": "BBH", "short": "BBH", "metric": "accuracy", "explainer": "23 tricky reasoning tasks from BIG-Bench (logic, dates, tracking objects, fallacies), answered with no working.", "baseline": {"value": 0.3101, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 5507, "group": "knowledge", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2210.09261"}, {"kind": "dataset", "url": "https://github.com/suzgunmirac/BIG-Bench-Hard"}], "gold": 1.2, "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5507

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · median_ms26.40 ms
Setup & source

HF text 0.4 · BBH · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · Raw index component87.63
Setup & source

HF text 0.4 · BBH · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8763, "skill": 0.8207, "coverage": 1, "random": 0.3101, "tracks": [], "private_eq": 0.4984, "combined": 0.2656} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5507

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · Chance-corrected public skill82.07
Setup & source

HF text 0.4 · BBH · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8763, "skill": 0.8207, "coverage": 1, "random": 0.3101, "tracks": [], "private_eq": 0.4984, "combined": 0.2656} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 5507

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · Combined public/private component26.56
Setup & source

HF text 0.4 · BBH · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8763, "skill": 0.8207, "coverage": 1, "random": 0.3101, "tracks": [], "private_eq": 0.4984, "combined": 0.2656} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · BBH · Equated private same-skill component49.84
Setup & source

HF text 0.4 · BBH · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8763, "skill": 0.8207, "coverage": 1, "random": 0.3101, "tracks": [], "private_eq": 0.4984, "combined": 0.2656} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · F1 on hallucinated class80.85%
Setup & source

HF text 0.4 · RAGTruth · F1 on hallucinated class

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8085, "jev": null, "metric": "F1 on hallucinated class", "requests": 2700, "answered": 2700, "unsupported": 0, "errors": 0, "median_ms": 41.3}. Benchmark contract: {"id": 59, "dataset": "RAGTruth", "short": "RAGTruth", "metric": "F1 on hallucinated class", "explainer": "Says yes or no: does an AI-written answer contain anything its source text doesn't support? Scored with F1.", "baseline": {"value": 0.5177, "label": "Always \"hallucinated\" · F1"}, "lower": false, "range": null, "cases": 2700, "group": "language", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "dataset", "url": "https://github.com/ParticleMedia/RAGTruth"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2700

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · median_ms41.30 ms
Setup & source

HF text 0.4 · RAGTruth · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · Raw index component80.85
Setup & source

HF text 0.4 · RAGTruth · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native F1 on hallucinated class. Source normalization: {"raw": 0.8085, "skill": 0.6029, "coverage": 1, "random": 0.5177, "tracks": [], "combined": 0.1806, "private_eq": 0.6088} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2700

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · Chance-corrected public skill60.29
Setup & source

HF text 0.4 · RAGTruth · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native F1 on hallucinated class. Source normalization: {"raw": 0.8085, "skill": 0.6029, "coverage": 1, "random": 0.5177, "tracks": [], "combined": 0.1806, "private_eq": 0.6088} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 2700

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · Combined public/private component18.06
Setup & source

HF text 0.4 · RAGTruth · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native F1 on hallucinated class. Source normalization: {"raw": 0.8085, "skill": 0.6029, "coverage": 1, "random": 0.5177, "tracks": [], "combined": 0.1806, "private_eq": 0.6088} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · RAGTruth · Equated private same-skill component60.88
Setup & source

HF text 0.4 · RAGTruth · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native F1 on hallucinated class. Source normalization: {"raw": 0.8085, "skill": 0.6029, "coverage": 1, "random": 0.5177, "tracks": [], "combined": 0.1806, "private_eq": 0.6088} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · accuracy80.73%
Setup & source

HF text 0.4 · HoVer · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8073, "jev": null, "metric": "accuracy", "requests": 4000, "answered": 4000, "unsupported": 0, "errors": 0, "median_ms": 30.8}. Benchmark contract: {"id": 61, "dataset": "HoVer", "short": "HoVer", "metric": "accuracy", "explainer": "Decides whether a claim linking two to four Wikipedia articles is supported by their introductions.", "baseline": {"value": 0.5, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 4000, "group": "retrieval", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2011.03088"}, {"kind": "dataset", "url": "https://github.com/hover-nlp/hover"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · median_ms30.80 ms
Setup & source

HF text 0.4 · HoVer · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · Raw index component80.73
Setup & source

HF text 0.4 · HoVer · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8073, "skill": 0.6146, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6152, "private_eq": 0.8093} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · Chance-corrected public skill61.46
Setup & source

HF text 0.4 · HoVer · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8073, "skill": 0.6146, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6152, "private_eq": 0.8093} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 4000

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · Combined public/private component61.52
Setup & source

HF text 0.4 · HoVer · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8073, "skill": 0.6146, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6152, "private_eq": 0.8093} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · HoVer · Equated private same-skill component80.93
Setup & source

HF text 0.4 · HoVer · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8073, "skill": 0.6146, "coverage": 1, "random": 0.5, "tracks": [], "combined": 0.6152, "private_eq": 0.8093} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · accuracy86.28%
Setup & source

HF text 0.4 · When2Call · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.8628, "jev": null, "metric": "accuracy", "requests": 3652, "answered": 3652, "unsupported": 0, "errors": 0, "median_ms": 41.3}. Benchmark contract: {"id": 62, "dataset": "When2Call", "short": "When2Call", "metric": "accuracy", "explainer": "Given a question and an assistant's tools, picks the right move: answer, call a tool, ask for details, or decline.", "baseline": {"value": 0.25, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 3652, "group": "tools", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "paper", "url": "https://aclanthology.org/2025.naacl-long.174"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/nvidia/When2Call"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3652

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · median_ms41.30 ms
Setup & source

HF text 0.4 · When2Call · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · Raw index component86.28
Setup & source

HF text 0.4 · When2Call · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8628, "skill": 0.8171, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.6177, "private_eq": 0.7158} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3652

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · Chance-corrected public skill81.71
Setup & source

HF text 0.4 · When2Call · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8628, "skill": 0.8171, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.6177, "private_eq": 0.7158} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 3652

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · Combined public/private component61.77
Setup & source

HF text 0.4 · When2Call · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8628, "skill": 0.8171, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.6177, "private_eq": 0.7158} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · When2Call · Equated private same-skill component71.58
Setup & source

HF text 0.4 · When2Call · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.8628, "skill": 0.8171, "coverage": 1, "random": 0.25, "tracks": [], "combined": 0.6177, "private_eq": 0.7158} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · accuracy73.67%
Setup & source

HF text 0.4 · New Yorker · accuracy

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Native source result: {"score": 0.7367, "jev": null, "metric": "accuracy", "requests": 528, "answered": 528, "unsupported": 0, "errors": 0, "median_ms": 27.2}. Benchmark contract: {"id": 64, "dataset": "New Yorker", "short": "New Yorker", "metric": "accuracy", "explainer": "Given a text description of a New Yorker cartoon, picks the caption written for it from five.", "baseline": {"value": 0.2, "label": "uniform random choice, mean of 1/options"}, "lower": false, "range": null, "cases": 528, "group": "arts", "in_suite": true, "interactive": false, "edition_added": "v0.2", "references": [{"kind": "paper", "url": "https://arxiv.org/abs/2209.06293"}, {"kind": "dataset", "url": "https://huggingface.co/datasets/jmhessel/newyorker_caption_contest"}], "private": true} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 528

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · median_ms27.20 ms
Setup & source

HF text 0.4 · New Yorker · median_ms

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Published measured timing; excludes null and zero batch placeholders. Median and p95 over the timed rows that returned an answer; per-benchmark medians are shown only where the sample holds at least 5 rows of that benchmark. A bootstrap on the full single-process runs of ten entrants put the sample median within 5% and the p95 within 10% of a full run at 95% confidence. Earlier board figures came from the scoring runs, some timed with 6 to 12 processes sharing a card or with queue waits removed; they are no longer shown. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · Raw index component73.67
Setup & source

HF text 0.4 · New Yorker · Raw index component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7367, "skill": 0.6709, "coverage": 1, "random": 0.2, "tracks": [], "combined": 0.7489, "private_eq": 0.8006} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 528

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · Chance-corrected public skill67.09
Setup & source

HF text 0.4 · New Yorker · Chance-corrected public skill

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7367, "skill": 0.6709, "coverage": 1, "random": 0.2, "tracks": [], "combined": 0.7489, "private_eq": 0.8006} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 528

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · Combined public/private component74.89
Setup & source

HF text 0.4 · New Yorker · Combined public/private component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7367, "skill": 0.6709, "coverage": 1, "random": 0.2, "tracks": [], "combined": 0.7489, "private_eq": 0.8006} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF text 0.4 · New Yorker · Equated private same-skill component80.06
Setup & source

HF text 0.4 · New Yorker · Equated private same-skill component

Exact source engine span-02; {"kind": "full fine-tune", "technique": "autoregressive", "technique_name": "autoregressive", "served_params": 25805936206, "params_estimated": false, "params_from_name": false, "trained_bytes": null, "model_url": "https://huggingface.co/lihe07/span-02", "code_url": null, "base_model": "google/gemma-4-26B-A4B-it", "base_url": "https://huggingface.co/google/gemma-4-26B-A4B-it", "weights_repo": null, "served_checkpoint": null}. New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed).

Decision Index 0.4.1 (release-v4), source generated 2026-10-29T14:04:16Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred. Source notes: New in the 2026-10-14 PR batch (PR #171). Submitted public 0.3 run adopted (kit rescore 63.62, equal to the claim). Private tests run by the lab on one RTX PRO 6000 with the author's serving (NVFP4 experts, FP8 dense); decision agreement with the submitted rows 100.00% on 831 rows (bar 96%). Served quantized (NVFP4 experts, FP8 dense) by the author's own engine, so the quantized agreement bar applies. Gated short thinking on about 19% of questions with a deterministic think budget; serving settings were compared on Decision Index public samples (author-disclosed). Author public-run adoption/execution status and private lab setup are disclosed in configuration; evaluator-published does not mean every public run was independently executed. Normalized/index component, not native accuracy. Source normalization: {"raw": 0.7367, "skill": 0.6709, "coverage": 1, "random": 0.2, "tracks": [], "combined": 0.7489, "private_eq": 0.8006} The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Public70.69
Setup & source

HF vision 0.4 · Public

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Private60.85
Setup & source

HF vision 0.4 · Private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Full65.77
Setup & source

HF vision 0.4 · Full

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · CV-Bench · pub75.64
Setup & source

HF vision 0.4 · CV-Bench · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · CV-Bench · private51.42
Setup & source

HF vision 0.4 · CV-Bench · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · BLINK · pub63.91
Setup & source

HF vision 0.4 · BLINK · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · BLINK · private22.00
Setup & source

HF vision 0.4 · BLINK · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · RealWorldQA · pub59.77
Setup & source

HF vision 0.4 · RealWorldQA · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · RealWorldQA · private28.00
Setup & source

HF vision 0.4 · RealWorldQA · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · CharXiv · pub78.20
Setup & source

HF vision 0.4 · CharXiv · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · CharXiv · private68.89
Setup & source

HF vision 0.4 · CharXiv · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · InfographicVQA · pub95.63
Setup & source

HF vision 0.4 · InfographicVQA · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · InfographicVQA · private97.33
Setup & source

HF vision 0.4 · InfographicVQA · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Mind2Web · pub73.00
Setup & source

HF vision 0.4 · Mind2Web · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Mind2Web · private66.00
Setup & source

HF vision 0.4 · Mind2Web · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Winoground · pub85.25
Setup & source

HF vision 0.4 · Winoground · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Winoground · private86.00
Setup & source

HF vision 0.4 · Winoground · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · KIE (CORD+FUNSD) · pub91.99
Setup & source

HF vision 0.4 · KIE (CORD+FUNSD) · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · KIE (CORD+FUNSD) · private84.97
Setup & source

HF vision 0.4 · KIE (CORD+FUNSD) · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Moderation (Hateful Memes) · pub37.35
Setup & source

HF vision 0.4 · Moderation (Hateful Memes) · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Moderation (Hateful Memes) · private43.00
Setup & source

HF vision 0.4 · Moderation (Hateful Memes) · private

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · R-Bench-M · pub35.57
Setup & source

HF vision 0.4 · R-Bench-M · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · MMMU-Pro vision · pub42.85
Setup & source

HF vision 0.4 · MMMU-Pro vision · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision calibration 0.4 · acc76.77%
Setup & source

HF vision calibration 0.4 · acc

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Source calibration sample; no new binning assumptions. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 13695

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision calibration 0.4 · conf85.71%
Setup & source

HF vision calibration 0.4 · conf

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Source calibration sample; no new binning assumptions. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 13695

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision calibration 0.4 · ece8.93 pp
Setup & source

HF vision calibration 0.4 · ece

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Source calibration sample; no new binning assumptions. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 13695

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision calibration 0.4 · over952.71%
Setup & source

HF vision calibration 0.4 · over95

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Source calibration sample; no new binning assumptions. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: 13695

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Row latency265.10 ms
Setup & source

HF vision 0.4 · Row latency

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Native image budget · pub70.69
Setup & source

HF vision 0.4 · Native image budget · pub

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Heterogeneous native budget 560 soft tokens (~1.3 MP); separate from fixed 1.6MP comparison. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Native image budget · priv60.85
Setup & source

HF vision 0.4 · Native image budget · priv

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Heterogeneous native budget 560 soft tokens (~1.3 MP); separate from fixed 1.6MP comparison. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source
HF vision 0.4 · Native image budget · full65.77
Setup & source

HF vision 0.4 · Native image budget · full

Exact source engine span-02; community vision 0.4. Board cap 1638400 pixels; effective 560 soft tokens (~1.3 MP).

Community Decision Index vision 0.4; 50% public + 50% private, separate from text Full (60/40 private-only). Source generated 2026-10-29T14:04:19Z. Public/private benchmark values are source-normalized/chance-corrected index points and may be negative. No clamping or inferred raw accuracy. Heterogeneous native budget 560 soft tokens (~1.3 MP); separate from fixed 1.6MP comparison. The board does not name a served checkpoint in this repository history.

Decision Index 0.4 (release-v4), source generated 2026-10-20T14:13:56Z. Full = 60% equated private same-skill + 40% equated private new-domain tasks; public contributes zero. Both private components are mapped onto the public scale using untuned stock models. Public weighting/panel changed (GSM8K rebuilt, ForecastBench retired, WinoGrande area reassigned); these are new benchmark definitions, not proof of a model upgrade. Public 37-benchmark index and 42 published native benchmarks remain separate. Preserve source rounding, coverage, exclusions and unknown execution dates; no new uncertainty inferred.

Checked / reported: 2026-11-02 · Samples: Not published

Snapshot: 2026-10-20T14:13:56Z · Revision: 133313cf8963f2b6bed960abb0152fd14cbb6731; c130faf65f82e81d3bdefb01e758c712dc5c5199 for the 2 November 2026 additions · Published observations; result reuse terms not specified

Result source · Benchmark source

Evaluator-published · etsabary System 1 Decision Benchmark

Span-02 · Evaluator-published · etsabary System 1 Decision Benchmark
EvaluationResultEvidence
System 1 Decision Benchmark v2 · All-question accuracy73.681%
Setup & source

Correct answers over all 1,934 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 1934

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Macro-category accuracy72.211%
Setup & source

Equal-weight mean over the 41 categories.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 1934

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Added 592 questions50.338%
Setup & source

Accuracy on the 592 questions new in v2.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 592

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Logical additions49.479%
Setup & source

Accuracy on the 192 logical additions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 192

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Practical additions50.750%
Setup & source

Accuracy on the 400 practical additions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Original 1,342 questions83.979%
Setup & source

Accuracy on the frozen original inputs inside the v2 bank.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 1342

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Median client time228.4 ms
Setup & source

Pooled primary complete-response client time, network included.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 1934

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P95 client time2068.9 ms
Setup & source

Pooled primary complete-response client time, network included.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 1934

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F01 · Lookup and filtering90.698%
Setup & source

Lookup and filtering: 43 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 43

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F02 · Forward conditionals69.565%
Setup & source

Forward conditionals: 46 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 46

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F03 · Necessary conditions84.615%
Setup & source

Necessary conditions: 52 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 52

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F04 · Boolean scope92.593%
Setup & source

Boolean scope: 54 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 54

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F05 · Quantifiers and sets87.755%
Setup & source

Quantifiers and sets: 49 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 49

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F06 · Comparisons95.000%
Setup & source

Comparisons: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F07 · Scheduling76.316%
Setup & source

Scheduling: 76 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 76

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F08 · One-to-one assignments94.030%
Setup & source

One-to-one assignments: 67 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 67

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F09 · Exact truth counting64.789%
Setup & source

Exact truth counting: 71 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 71

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F10 · Truth-teller consistency74.324%
Setup & source

Truth-teller consistency: 74 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 74

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F11 · Sufficiency and inconsistency87.805%
Setup & source

Sufficiency and inconsistency: 41 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 41

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F12 · Object swaps53.846%
Setup & source

Object swaps: 52 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 52

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F13 · Sequential procedures68.750%
Setup & source

Sequential procedures: 48 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 48

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F14 · Temporal intervals95.238%
Setup & source

Temporal intervals: 42 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 42

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F15 · Spatial tracking85.714%
Setup & source

Spatial tracking: 49 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 49

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F16 · Reference binding84.000%
Setup & source

Reference binding: 50 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F17 · Beliefs and perspectives82.000%
Setup & source

Beliefs and perspectives: 50 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F18 · Causal intervention94.000%
Setup & source

Causal intervention: 50 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F19 · Exceptions and priorities91.379%
Setup & source

Exceptions and priorities: 58 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 58

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F20 · Planning90.698%
Setup & source

Planning: 43 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 43

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F21 · Directed reachability93.023%
Setup & source

Directed reachability: 43 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 43

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F22 · Preference ordering96.078%
Setup & source

Preference ordering: 51 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 51

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F23 · Rule counterexamples98.077%
Setup & source

Rule counterexamples: 52 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 52

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F24 · Authority and stale records88.372%
Setup & source

Authority and stale records: 43 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 43

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F25 · Fault diagnosis92.000%
Setup & source

Fault diagnosis: 50 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F26 · Probabilistic risk65.000%
Setup & source

Probabilistic risk: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F27 · Value of information52.500%
Setup & source

Value of information: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F28 · Robust decisions without a prior40.000%
Setup & source

Robust decisions without a prior: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F29 · Strategic decisions52.500%
Setup & source

Strategic decisions: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F30 · Concurrent-history consistency60.000%
Setup & source

Concurrent-history consistency: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · F31 · Information-flow security52.500%
Setup & source

Information-flow security: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P01 · Understanding requests and routing62.500%
Setup & source

Understanding requests and routing: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P02 · Recognizing multiple requested actions52.500%
Setup & source

Recognizing multiple requested actions: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P03 · Tracking current conversational intention55.000%
Setup & source

Tracking current conversational intention: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P04 · Selecting a tool or requesting clarification47.500%
Setup & source

Selecting a tool or requesting clarification: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P05 · Checking authorization and scope52.500%
Setup & source

Checking authorization and scope: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P06 · Making decisions with untrusted content50.000%
Setup & source

Making decisions with untrusted content: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P07 · Applying a contextual content policy72.500%
Setup & source

Applying a contextual content policy: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P08 · Extracting and normalizing facts32.500%
Setup & source

Extracting and normalizing facts: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P09 · Checking claims against supplied evidence47.500%
Setup & source

Checking claims against supplied evidence: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · P10 · Assigning severity or priority from a rubric35.000%
Setup & source

Assigning severity or priority from a rubric: 40 questions.

Respan Span-02 respan/span-02-20261015; Hosted native; returned identities {"respan/span-02-20261015": 1934}; collected 2026-10-18 to 2026-10-31 America/Toronto; one primary response per input, no scored retries.

Exact aggregate from the release statistics.

Development benchmark, not an independently sampled test: 1,934 questions in 41 categories, the frozen 1,342-question bank plus 192 logical and 400 practical additions. The bank was built with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. Related variants and a single recorded primary response per input limit generalization. The scoring key stays private, so public checks cover coverage, timing and aggregate consistency but cannot rescore answers. Strict accuracy counts a wrong usable answer and an unsuccessful response in the same fixed denominator. Timing pools primary client times with the network included; providers, precision, concurrency, routes and dates differ, retained and new timings can span sessions, and quick failures can reduce all-primary latency. The source published a separate cost ledger on 1 November 2026, stored as decision-reference-v2-cost-per-1000, which supersedes its earlier “cost not consolidated” note. Older 1,342-only scores are not converted into this bank. Not ranked here.

Checked / reported: 2026-11-02 · Samples: 40

Snapshot: 2026-11-01 · Revision: f5fa9cfafccd97fcfbdb0336e14284faaa8d2d35 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
System 1 Decision Benchmark v2 · Reported cost per 1,000 questions0.00532 USD/1k decisions
Setup & source

Provider-reported charges for the primary calls of each system on the v2 bank, in USD per 1,000 questions.

Respan Span-02 (20261015); System 1 v2 route; evidence reported.

Provider-reported charges for all 1,934 selected calls.

Costs come from the selected primary calls on the same 1,934 inputs as the scores. Warmups, probes, recovery attempts, model reviews and account balances are excluded. The value is the known run subtotal divided by 1,934 and multiplied by 1,000, not the bill for a separate 1,000-call run. A partial value is only the known subtotal: missing charges stay missing, so the true cost is higher by an unknown amount. Providers, routes, dates and access terms differ, and these are not current tariffs. D3 Ultra used free public access without a metered receipt and has no row. Development benchmark; not ranked here.

Checked / reported: 2026-11-02 · Samples: 1934

Snapshot: 2026-11-02 · Revision: 5b47806ba527db5e1abc88578789f3eae6e8e646 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source

Independent · ModelTested

Span-02 · Independent · ModelTested
EvaluationResultEvidence
ModelTested 56-case · All-case accuracy96.40%
Setup & source

Exact named hosted API observation; All-case accuracy.

Named source route respan/span-02; ModelTested runner v1; tested_on=openrouter. Backend weight revision and API inference precision unpublished.

Publisher generated 2026-11-01; board added this route 2026-10-16. Execution dates, token usage and hashes remain in its per-run receipts. No private prompt/response archive imported.

56 authored situations, including 19 hard cases, each with two typed questions; 14 public and 42 hidden cases. Source aggregate averages per-case decision accuracy. Confidence score is 100×(1−mean multiclass Brier/2), not ECE or a calibration probability. Small single-run benchmark; current HF access/size does not inherit this evaluator’s stale closed/API-only metadata. No tariff inferred from rounded cost 0.0. Rows added 1 November 2026 use revision 668a52ad3b932ca910fd985f96dcdf0a85d2dae1, where the earlier 11 systems are unchanged. Rows added 2 November 2026 use revision 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0.

Checked / reported: 2026-11-01 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23; 668a52ad3b932ca910fd985f96dcdf0a85d2dae1 for Drex Max, Jev 1.14 and d1.1; 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0 for Mammoth, Elephant, Joey, Span-02 and both Solar Decide routes · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
ModelTested 56-case · Hard-case accuracy94.70%
Setup & source

Exact named hosted API observation; Hard-case accuracy.

Named source route respan/span-02; ModelTested runner v1; tested_on=openrouter. Backend weight revision and API inference precision unpublished.

Publisher generated 2026-11-01; board added this route 2026-10-16. Execution dates, token usage and hashes remain in its per-run receipts. No private prompt/response archive imported.

56 authored situations, including 19 hard cases, each with two typed questions; 14 public and 42 hidden cases. Source aggregate averages per-case decision accuracy. Confidence score is 100×(1−mean multiclass Brier/2), not ECE or a calibration probability. Small single-run benchmark; current HF access/size does not inherit this evaluator’s stale closed/API-only metadata. No tariff inferred from rounded cost 0.0. Rows added 1 November 2026 use revision 668a52ad3b932ca910fd985f96dcdf0a85d2dae1, where the earlier 11 systems are unchanged. Rows added 2 November 2026 use revision 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0.

Checked / reported: 2026-11-01 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23; 668a52ad3b932ca910fd985f96dcdf0a85d2dae1 for Drex Max, Jev 1.14 and d1.1; 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0 for Mammoth, Elephant, Joey, Span-02 and both Solar Decide routes · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
ModelTested 56-case · Public-case accuracy96.40%
Setup & source

Exact named hosted API observation; Public-case accuracy.

Named source route respan/span-02; ModelTested runner v1; tested_on=openrouter. Backend weight revision and API inference precision unpublished.

Publisher generated 2026-11-01; board added this route 2026-10-16. Execution dates, token usage and hashes remain in its per-run receipts. No private prompt/response archive imported.

56 authored situations, including 19 hard cases, each with two typed questions; 14 public and 42 hidden cases. Source aggregate averages per-case decision accuracy. Confidence score is 100×(1−mean multiclass Brier/2), not ECE or a calibration probability. Small single-run benchmark; current HF access/size does not inherit this evaluator’s stale closed/API-only metadata. No tariff inferred from rounded cost 0.0. Rows added 1 November 2026 use revision 668a52ad3b932ca910fd985f96dcdf0a85d2dae1, where the earlier 11 systems are unchanged. Rows added 2 November 2026 use revision 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0.

Checked / reported: 2026-11-01 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23; 668a52ad3b932ca910fd985f96dcdf0a85d2dae1 for Drex Max, Jev 1.14 and d1.1; 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0 for Mammoth, Elephant, Joey, Span-02 and both Solar Decide routes · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
ModelTested 56-case · Hidden-case accuracy96.40%
Setup & source

Exact named hosted API observation; Hidden-case accuracy.

Named source route respan/span-02; ModelTested runner v1; tested_on=openrouter. Backend weight revision and API inference precision unpublished.

Publisher generated 2026-11-01; board added this route 2026-10-16. Execution dates, token usage and hashes remain in its per-run receipts. No private prompt/response archive imported.

56 authored situations, including 19 hard cases, each with two typed questions; 14 public and 42 hidden cases. Source aggregate averages per-case decision accuracy. Confidence score is 100×(1−mean multiclass Brier/2), not ECE or a calibration probability. Small single-run benchmark; current HF access/size does not inherit this evaluator’s stale closed/API-only metadata. No tariff inferred from rounded cost 0.0. Rows added 1 November 2026 use revision 668a52ad3b932ca910fd985f96dcdf0a85d2dae1, where the earlier 11 systems are unchanged. Rows added 2 November 2026 use revision 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0.

Checked / reported: 2026-11-01 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23; 668a52ad3b932ca910fd985f96dcdf0a85d2dae1 for Drex Max, Jev 1.14 and d1.1; 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0 for Mammoth, Elephant, Joey, Span-02 and both Solar Decide routes · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
ModelTested 56-case · Brier-based confidence score96.40
Setup & source

Exact named hosted API observation; Brier-based confidence score.

Named source route respan/span-02; ModelTested runner v1; tested_on=openrouter. Backend weight revision and API inference precision unpublished.

Publisher generated 2026-11-01; board added this route 2026-10-16. Execution dates, token usage and hashes remain in its per-run receipts. No private prompt/response archive imported.

56 authored situations, including 19 hard cases, each with two typed questions; 14 public and 42 hidden cases. Source aggregate averages per-case decision accuracy. Confidence score is 100×(1−mean multiclass Brier/2), not ECE or a calibration probability. Small single-run benchmark; current HF access/size does not inherit this evaluator’s stale closed/API-only metadata. No tariff inferred from rounded cost 0.0. Rows added 1 November 2026 use revision 668a52ad3b932ca910fd985f96dcdf0a85d2dae1, where the earlier 11 systems are unchanged. Rows added 2 November 2026 use revision 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0.

Checked / reported: 2026-11-01 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23; 668a52ad3b932ca910fd985f96dcdf0a85d2dae1 for Drex Max, Jev 1.14 and d1.1; 5c6c19bb3b7332ccd28c8c13bd32cdc69cedc8f0 for Mammoth, Elephant, Joey, Span-02 and both Solar Decide routes · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source

Evaluator-published · S1MB (community measured runs)

Span-02 · Evaluator-published · S1MB (community measured runs)
EvaluationResultEvidence
S1MB · aegis2-noul-test-v1 · binary_brier0.2034 Brier
Setup & source

S1MB datasets/aegis2 / test · binary_brier. Population 100 cases / 148 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 148, "succeeded": 148, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · aqua-rat-choice-test-v1 · target_mass_at_prediction82.00%
Setup & source

S1MB datasets/aqua_rat / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · arc-choice-test-v1 · target_mass_at_prediction98.00%
Setup & source

S1MB datasets/arc / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · arct-choice-test-v1 · target_mass_at_prediction86.00%
Setup & source

S1MB datasets/arct / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · argument-quality-choice-test-v1 · target_mass_at_prediction91.00%
Setup & source

S1MB datasets/argument_quality / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · argument-quality-noul-test-v1 · binary_brier0.1185 Brier
Setup & source

S1MB datasets/argument_quality / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · babi-nli-noul-test-v1 · binary_brier0.1126 Brier
Setup & source

S1MB datasets/babi_nli / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · banking77-choice-test-v1 · target_mass_at_prediction77.00%
Setup & source

S1MB datasets/banking77 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · bbq-choice-test-v1 · target_mass_at_prediction96.00%
Setup & source

S1MB datasets/bbq / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · boardgameqa-choice-test-v1 · target_mass_at_prediction56.00%
Setup & source

S1MB datasets/boardgameqa / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · canttalk-noul-test-v1 · binary_brier0.2071 Brier
Setup & source

S1MB datasets/canttalk / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · civil-comments-noul-test-v1 · binary_brier0.1010 Brier
Setup & source

S1MB datasets/civil_comments / test · binary_brier. Population 100 cases / 700 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 700, "succeeded": 700, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · cladder-noul-test-v1 · binary_brier0.1620 Brier
Setup & source

S1MB datasets/cladder / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · clinc-choice-test-v1 · target_mass_at_prediction91.39%
Setup & source

S1MB datasets/clinc / test · target_mass_at_prediction. Population 151 cases / 151 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 151, "expected": 151, "succeeded": 151, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 151

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · commonsensemoralja-noul · binary_brier0.0693 Brier
Setup & source

S1MB datasets/commonsensemoralja-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · contract-nli-choice-test-v1 · target_mass_at_prediction80.18%
Setup & source

S1MB datasets/contract_nli / test · target_mass_at_prediction. Population 100 cases / 1700 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 1700, "succeeded": 1700, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · corr2cause-choice-test-v1 · target_mass_at_prediction42.00%
Setup & source

S1MB datasets/corr2cause / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · creak-noul-test-v1 · binary_brier0.0740 Brier
Setup & source

S1MB datasets/creak / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · crows-pairs-choice-test-v1 · target_mass_at_prediction86.00%
Setup & source

S1MB datasets/crows_pairs / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · cvbench-depth-choice · target_mass_at_prediction88.00%
Setup & source

S1MB datasets/cvbench-depth-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · cvbench-distance-choice · target_mass_at_prediction86.67%
Setup & source

S1MB datasets/cvbench-distance-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · cvbench-relation-choice · target_mass_at_prediction96.00%
Setup & source

S1MB datasets/cvbench-relation-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · dbpedia-choice-test-v1 · target_mass_at_prediction97.00%
Setup & source

S1MB datasets/dbpedia / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · defeasible-nli-choice-test-v1 · target_mass_at_prediction89.00%
Setup & source

S1MB datasets/defeasible_nli / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · esci-choice-test-v1 · target_mass_at_prediction57.00%
Setup & source

S1MB datasets/esci / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · ethics-choice-test-v1 · target_mass_at_prediction94.44%
Setup & source

S1MB datasets/ethics / test · target_mass_at_prediction. Population 18 cases / 18 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 18, "expected": 18, "succeeded": 18, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 18

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · ethics-noul-test-v1 · binary_brier0.1491 Brier
Setup & source

S1MB datasets/ethics / test · binary_brier. Population 82 cases / 82 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 82, "expected": 82, "succeeded": 82, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 82

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · ethos-noul-test-v1 · binary_brier0.1562 Brier
Setup & source

S1MB datasets/ethos / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · few-nerd-choice-test-v1 · target_mass_at_prediction81.01%
Setup & source

S1MB datasets/few_nerd / test · target_mass_at_prediction. Population 100 cases / 358 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 358, "succeeded": 358, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · fol-nli-choice-test-v1 · target_mass_at_prediction64.00%
Setup & source

S1MB datasets/fol_nli / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · followir-core17-noul-test-v1 · binary_brier0.1727 Brier
Setup & source

S1MB datasets/followir_core17 / test · binary_brier. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · followir-news21-noul-test-v1 · binary_brier0.1889 Brier
Setup & source

S1MB datasets/followir_news21 / test · binary_brier. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · followir-robust04-noul-test-v1 · binary_brier0.0409 Brier
Setup & source

S1MB datasets/followir_robust04 / test · binary_brier. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-diverse-choice · target_mass_at_prediction99.67%
Setup & source

S1MB datasets/generalization-japanese-diverse-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-diverse-noul · binary_brier0.0076 Brier
Setup & source

S1MB datasets/generalization-japanese-diverse-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-knowledge-hard-choice · target_mass_at_prediction99.67%
Setup & source

S1MB datasets/generalization-japanese-knowledge-hard-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-knowledge-hard-noul · binary_brier0.0826 Brier
Setup & source

S1MB datasets/generalization-japanese-knowledge-hard-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-knowledge-hard-score · normalized_expected_score_mae0.0682 MAE
Setup & source

S1MB datasets/generalization-japanese-knowledge-hard-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-math-formal-hard-choice · target_mass_at_prediction56.67%
Setup & source

S1MB datasets/generalization-japanese-math-formal-hard-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-math-formal-hard-noul · binary_brier0.2794 Brier
Setup & source

S1MB datasets/generalization-japanese-math-formal-hard-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-japanese-math-formal-hard-score · normalized_expected_score_mae0.2985 MAE
Setup & source

S1MB datasets/generalization-japanese-math-formal-hard-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-easy-choice · target_mass_at_prediction97.67%
Setup & source

S1MB datasets/generalization-vision-easy-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-easy-noul · binary_brier0.0147 Brier
Setup & source

S1MB datasets/generalization-vision-easy-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-easy-score · normalized_expected_score_mae0.0836 MAE
Setup & source

S1MB datasets/generalization-vision-easy-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-hard-choice · target_mass_at_prediction75.33%
Setup & source

S1MB datasets/generalization-vision-hard-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-hard-noul · binary_brier0.1532 Brier
Setup & source

S1MB datasets/generalization-vision-hard-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · generalization-vision-hard-score · normalized_expected_score_mae0.1780 MAE
Setup & source

S1MB datasets/generalization-vision-hard-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · go-emotions-noul-test-v1 · binary_brier0.0981 Brier
Setup & source

S1MB datasets/go_emotions / test · binary_brier. Population 100 cases / 2800 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 2800, "succeeded": 2800, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · gpqa-ja-main-choice · target_mass_at_prediction49.67%
Setup & source

S1MB datasets/gpqa-ja-main-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · gretel-pii-choice-test-v1 · target_mass_at_prediction85.55%
Setup & source

S1MB datasets/gretel_pii / test · target_mass_at_prediction. Population 100 cases / 353 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 353, "succeeded": 353, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · gsm8k-choice-test-v1 · target_mass_at_prediction95.00%
Setup & source

S1MB datasets/gsm8k / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · hans-noul-test-v1 · binary_brier0.0721 Brier
Setup & source

S1MB datasets/hans / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · hatecheck-noul-test-v1 · binary_brier0.0051 Brier
Setup & source

S1MB datasets/hatecheck / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · hh-rlhf-choice-test-v1 · target_mass_at_prediction68.00%
Setup & source

S1MB datasets/hh_rlhf / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · hwu64-choice-test-v1 · target_mass_at_prediction84.00%
Setup & source

S1MB datasets/hwu64 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · impli-noul-test-v1 · binary_brier0.0619 Brier
Setup & source

S1MB datasets/impli / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jamc-qa-choice · target_mass_at_prediction62.33%
Setup & source

S1MB datasets/jamc-qa-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jamp-choice · target_mass_at_prediction80.33%
Setup & source

S1MB datasets/jamp-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · janli-choice · target_mass_at_prediction93.68%
Setup & source

S1MB datasets/janli-choice / test · target_mass_at_prediction. Population 285 cases / 285 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 285, "expected": 285, "succeeded": 285, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 285

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jcola-noul · binary_brier0.2378 Brier
Setup & source

S1MB datasets/jcola-noul / test · binary_brier. Population 299 cases / 299 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 299, "expected": 299, "succeeded": 299, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 299

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jcommonsenseqa-choice · target_mass_at_prediction97.00%
Setup & source

S1MB datasets/jcommonsenseqa-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jculture-mcq-noul · binary_brier0.2819 Brier
Setup & source

S1MB datasets/jculture-mcq-noul / test · binary_brier. Population 283 cases / 283 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 283, "expected": 283, "succeeded": 283, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 283

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jmmlu-japan-choice · target_mass_at_prediction91.33%
Setup & source

S1MB datasets/jmmlu-japan-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jmteb-retrieval · target_mass_at_prediction96.33%
Setup & source

S1MB datasets/jmteb-retrieval / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jnli-choice · target_mass_at_prediction76.67%
Setup & source

S1MB datasets/jnli-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jsem-choice · target_mass_at_prediction77.00%
Setup & source

S1MB datasets/jsem-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jsick-sts-score · normalized_expected_score_mae0.1826 MAE
Setup & source

S1MB datasets/jsick-sts-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · jsts-score · normalized_expected_score_mae0.0940 MAE
Setup & source

S1MB datasets/jsts-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · koniq-score · normalized_expected_score_mae0.1780 MAE
Setup & source

S1MB datasets/koniq-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · kuci-choice · target_mass_at_prediction81.67%
Setup & source

S1MB datasets/kuci-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · laya--ag-news-choice-test-v1 · target_mass_at_prediction86.00%
Setup & source

S1MB datasets/laya__ag_news / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · laya--enron-spam-noul-test-v1 · binary_brier0.0373 Brier
Setup & source

S1MB datasets/laya__enron_spam / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · laya--typed-decisions-choice-test-v1 · target_mass_at_prediction46.85%
Setup & source

S1MB datasets/laya__typed_decisions / test · target_mass_at_prediction. Population 100 cases / 148 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 148, "succeeded": 148, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · laya--typed-decisions-noul-test-v1 · binary_brier0.0876 Brier
Setup & source

S1MB datasets/laya__typed_decisions / test · binary_brier. Population 100 cases / 152 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 152, "succeeded": 152, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · laya--typed-decisions-score-test-v1 · normalized_expected_score_mae0.1046 MAE
Setup & source

S1MB datasets/laya__typed_decisions / test · normalized_expected_score_mae. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · lexcomp-noul-test-v1 · binary_brier0.2096 Brier
Setup & source

S1MB datasets/lexcomp / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · logical-entailment-noul-test-v1 · binary_brier0.2010 Brier
Setup & source

S1MB datasets/logical_entailment / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · lonli-choice-test-v1 · target_mass_at_prediction97.00%
Setup & source

S1MB datasets/lonli / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · massive-choice-test-v1 · target_mass_at_prediction91.00%
Setup & source

S1MB datasets/massive / test · target_mass_at_prediction. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · mintaka-ja-boolean-noul · binary_brier0.1382 Brier
Setup & source

S1MB datasets/mintaka-ja-boolean-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · miqa-choice-test-v1 · target_mass_at_prediction97.00%
Setup & source

S1MB datasets/miqa / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · mmlu-prox-ja-choice · target_mass_at_prediction66.67%
Setup & source

S1MB datasets/mmlu-prox-ja-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · mmmlu-choice · target_mass_at_prediction80.67%
Setup & source

S1MB datasets/mmmlu-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · mtop-choice-test-v1 · target_mass_at_prediction84.00%
Setup & source

S1MB datasets/mtop / test · target_mass_at_prediction. Population 100 cases / 200 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 200, "succeeded": 200, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · mvtec-ad-noul · binary_brier0.3320 Brier
Setup & source

S1MB datasets/mvtec-ad-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · nights-choice · target_mass_at_prediction84.33%
Setup & source

S1MB datasets/nights-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · nlsat-noul-test-v1 · binary_brier0.3838 Brier
Setup & source

S1MB datasets/nlsat / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · nlvr2-noul · binary_brier0.0833 Brier
Setup & source

S1MB datasets/nlvr2-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--amount-extraction-control-v1-choice-test-v1 · target_mass_at_prediction88.89%
Setup & source

S1MB datasets/open_jev__amount-extraction-control-v1 / test · target_mass_at_prediction. Population 36 cases / 36 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 36, "expected": 36, "succeeded": 36, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 36

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--amount-extraction-control-v1-noul-test-v1 · binary_brier0.1832 Brier
Setup & source

S1MB datasets/open_jev__amount-extraction-control-v1 / test · binary_brier. Population 64 cases / 64 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 64, "expected": 64, "succeeded": 64, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 64

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--browser-control-v1-choice-test-v1 · target_mass_at_prediction100.00%
Setup & source

S1MB datasets/open_jev__browser-control-v1 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--citation-control-v1-choice-test-v1 · target_mass_at_prediction100.00%
Setup & source

S1MB datasets/open_jev__citation-control-v1 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--context-retention-control-v1-noul-test-v1 · binary_brier0.0172 Brier
Setup & source

S1MB datasets/open_jev__context-retention-control-v1 / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--customer-control-v1-choice-test-v1 · target_mass_at_prediction88.24%
Setup & source

S1MB datasets/open_jev__customer-control-v1 / test · target_mass_at_prediction. Population 17 cases / 17 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 17, "expected": 17, "succeeded": 17, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 17

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--customer-control-v1-noul-test-v1 · binary_brier0.0007 Brier
Setup & source

S1MB datasets/open_jev__customer-control-v1 / test · binary_brier. Population 33 cases / 33 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 33, "expected": 33, "succeeded": 33, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 33

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--customer-control-v1-score-test-v1 · normalized_expected_score_mae0.0719 MAE
Setup & source

S1MB datasets/open_jev__customer-control-v1 / test · normalized_expected_score_mae. Population 50 cases / 50 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 50, "expected": 50, "succeeded": 50, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--drone-control-v1-choice-test-v1 · target_mass_at_prediction18.75%
Setup & source

S1MB datasets/open_jev__drone-control-v1 / test · target_mass_at_prediction. Population 32 cases / 32 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 32, "expected": 32, "succeeded": 32, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 32

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--drone-control-v1-noul-test-v1 · binary_brier0.0182 Brier
Setup & source

S1MB datasets/open_jev__drone-control-v1 / test · binary_brier. Population 34 cases / 34 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 34, "expected": 34, "succeeded": 34, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 34

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--drone-control-v1-score-test-v1 · normalized_expected_score_mae0.2858 MAE
Setup & source

S1MB datasets/open_jev__drone-control-v1 / test · normalized_expected_score_mae. Population 34 cases / 34 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 34, "expected": 34, "succeeded": 34, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 34

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--email-selection-control-v1-choice-test-v1 · target_mass_at_prediction95.83%
Setup & source

S1MB datasets/open_jev__email-selection-control-v1 / test · target_mass_at_prediction. Population 48 cases / 48 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 48, "expected": 48, "succeeded": 48, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 48

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--email-selection-control-v1-noul-test-v1 · binary_brier0.0922 Brier
Setup & source

S1MB datasets/open_jev__email-selection-control-v1 / test · binary_brier. Population 52 cases / 52 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 52, "expected": 52, "succeeded": 52, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 52

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--entity-alignment-control-v1-noul-test-v1 · binary_brier0.0500 Brier
Setup & source

S1MB datasets/open_jev__entity-alignment-control-v1 / test · binary_brier. Population 75 cases / 75 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 75, "expected": 75, "succeeded": 75, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 75

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--entity-alignment-control-v1-score-test-v1 · normalized_expected_score_mae0.1445 MAE
Setup & source

S1MB datasets/open_jev__entity-alignment-control-v1 / test · normalized_expected_score_mae. Population 25 cases / 25 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 25, "expected": 25, "succeeded": 25, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 25

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--ir-control-v1-choice-test-v1 · target_mass_at_prediction91.18%
Setup & source

S1MB datasets/open_jev__ir-control-v1 / test · target_mass_at_prediction. Population 17 cases / 17 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 17, "expected": 17, "succeeded": 17, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 17

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--ir-control-v1-noul-test-v1 · binary_brier0.0275 Brier
Setup & source

S1MB datasets/open_jev__ir-control-v1 / test · binary_brier. Population 28 cases / 28 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 28, "expected": 28, "succeeded": 28, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 28

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--ir-control-v1-score-test-v1 · normalized_expected_score_mae0.0160 MAE
Setup & source

S1MB datasets/open_jev__ir-control-v1 / test · normalized_expected_score_mae. Population 55 cases / 55 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 55, "expected": 55, "succeeded": 55, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 55

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--mailroom-control-v1-choice-test-v1 · target_mass_at_prediction100.00%
Setup & source

S1MB datasets/open_jev__mailroom-control-v1 / test · target_mass_at_prediction. Population 15 cases / 15 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 15, "expected": 15, "succeeded": 15, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 15

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--mailroom-control-v1-noul-test-v1 · binary_brier0.0053 Brier
Setup & source

S1MB datasets/open_jev__mailroom-control-v1 / test · binary_brier. Population 85 cases / 85 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 85, "expected": 85, "succeeded": 85, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 85

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--painting-geometry-v1-choice-test-v1 · target_mass_at_prediction88.00%
Setup & source

S1MB datasets/open_jev__painting-geometry-v1 / test · target_mass_at_prediction. Population 25 cases / 25 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 25, "expected": 25, "succeeded": 25, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 25

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--painting-geometry-v1-noul-test-v1 · binary_brier0.2861 Brier
Setup & source

S1MB datasets/open_jev__painting-geometry-v1 / test · binary_brier. Population 50 cases / 50 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 50, "expected": 50, "succeeded": 50, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 50

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--painting-geometry-v1-score-test-v1 · normalized_expected_score_mae0.1260 MAE
Setup & source

S1MB datasets/open_jev__painting-geometry-v1 / test · normalized_expected_score_mae. Population 25 cases / 25 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 25, "expected": 25, "succeeded": 25, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 25

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--phone-extraction-control-v1-choice-test-v1 · target_mass_at_prediction83.54%
Setup & source

S1MB datasets/open_jev__phone-extraction-control-v1 / test · target_mass_at_prediction. Population 79 cases / 79 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 79, "expected": 79, "succeeded": 79, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 79

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--phone-extraction-control-v1-noul-test-v1 · binary_brier0.0003 Brier
Setup & source

S1MB datasets/open_jev__phone-extraction-control-v1 / test · binary_brier. Population 21 cases / 21 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 21, "expected": 21, "succeeded": 21, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 21

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--reasoning-control-v1-choice-test-v1 · target_mass_at_prediction100.00%
Setup & source

S1MB datasets/open_jev__reasoning-control-v1 / test · target_mass_at_prediction. Population 33 cases / 33 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 33, "expected": 33, "succeeded": 33, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 33

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--reasoning-control-v1-noul-test-v1 · binary_brier0.0177 Brier
Setup & source

S1MB datasets/open_jev__reasoning-control-v1 / test · binary_brier. Population 33 cases / 33 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 33, "expected": 33, "succeeded": 33, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 33

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--reasoning-control-v1-score-test-v1 · normalized_expected_score_mae0.0521 MAE
Setup & source

S1MB datasets/open_jev__reasoning-control-v1 / test · normalized_expected_score_mae. Population 34 cases / 34 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 34, "expected": 34, "succeeded": 34, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 34

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--silent-failure-control-v1-noul-test-v1 · binary_brier0.0290 Brier
Setup & source

S1MB datasets/open_jev__silent-failure-control-v1 / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--snake-v1-choice-test-v1 · target_mass_at_prediction63.33%
Setup & source

S1MB datasets/open_jev__snake-v1 / test · target_mass_at_prediction. Population 25 cases / 25 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 25, "expected": 25, "succeeded": 25, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 25

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--snake-v1-noul-test-v1 · binary_brier0.1746 Brier
Setup & source

S1MB datasets/open_jev__snake-v1 / test · binary_brier. Population 75 cases / 75 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 75, "expected": 75, "succeeded": 75, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 75

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--sponsor-segment-control-v1-choice-test-v1 · target_mass_at_prediction96.00%
Setup & source

S1MB datasets/open_jev__sponsor-segment-control-v1 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--tic-tac-toe-v1-choice-test-v1 · target_mass_at_prediction60.00%
Setup & source

S1MB datasets/open_jev__tic_tac_toe-v1 / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--vizdoom-basic-v1-noul-test-v1 · binary_brier0.0311 Brier
Setup & source

S1MB datasets/open_jev__vizdoom-basic-v1 / test · binary_brier. Population 33 cases / 33 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 33, "expected": 33, "succeeded": 33, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 33

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--vizdoom-basic-v1-score-test-v1 · normalized_expected_score_mae0.0518 MAE
Setup & source

S1MB datasets/open_jev__vizdoom-basic-v1 / test · normalized_expected_score_mae. Population 33 cases / 33 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 33, "expected": 33, "succeeded": 33, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 33

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--workflow-controls-v1--agent-trace-observability-noul-test-v1 · binary_brier0.1777 Brier
Setup & source

S1MB datasets/open_jev__workflow-controls-v1__agent_trace_observability / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--workflow-controls-v1--customer-service-noul-test-v1 · binary_brier0.1899 Brier
Setup & source

S1MB datasets/open_jev__workflow-controls-v1__customer_service / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--workflow-controls-v1--invoice-processing-noul-test-v1 · binary_brier0.0776 Brier
Setup & source

S1MB datasets/open_jev__workflow-controls-v1__invoice_processing / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · open-jev--workflow-controls-v1--security-incidents-noul-test-v1 · binary_brier0.0633 Brier
Setup & source

S1MB datasets/open_jev__workflow-controls-v1__security_incidents / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · openbookqa-choice-test-v1 · target_mass_at_prediction99.00%
Setup & source

S1MB datasets/openbookqa / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · patent-similarity-score-test-v1 · normalized_expected_score_mae0.1461 MAE
Setup & source

S1MB datasets/patent_similarity / test · normalized_expected_score_mae. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · paws-noul-test-v1 · binary_brier0.1619 Brier
Setup & source

S1MB datasets/paws / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · plane-noul-test-v1 · binary_brier0.3292 Brier
Setup & source

S1MB datasets/plane / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · poem-sentiment-choice-test-v1 · target_mass_at_prediction55.00%
Setup & source

S1MB datasets/poem_sentiment / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · pope-noul · binary_brier0.1018 Brier
Setup & source

S1MB datasets/pope-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · qasper-noul-test-v1 · binary_brier0.0816 Brier
Setup & source

S1MB datasets/qasper / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · quartz-choice-test-v1 · target_mass_at_prediction94.00%
Setup & source

S1MB datasets/quartz / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · robust-lr-choice-test-v1 · target_mass_at_prediction84.00%
Setup & source

S1MB datasets/robust_lr / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · ruletaker-noul-test-v1 · binary_brier0.1471 Brier
Setup & source

S1MB datasets/ruletaker / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · rvlcdip-choice · target_mass_at_prediction72.00%
Setup & source

S1MB datasets/rvlcdip-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-contextual-choice-choice-test-v1 · target_mass_at_prediction99.00%
Setup & source

S1MB datasets/s1mb-generalization-contextual-choice / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-contextual-noul-noul-test-v1 · binary_brier0.0303 Brier
Setup & source

S1MB datasets/s1mb-generalization-contextual-noul / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-contextual-score-score-test-v1 · normalized_expected_score_mae0.0266 MAE
Setup & source

S1MB datasets/s1mb-generalization-contextual-score / test · normalized_expected_score_mae. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-diverse-choice-choice-test-v1 · target_mass_at_prediction99.00%
Setup & source

S1MB datasets/s1mb-generalization-diverse-choice / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-diverse-noul-noul-test-v1 · binary_brier0.0083 Brier
Setup & source

S1MB datasets/s1mb-generalization-diverse-noul / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · s1mb-generalization-diverse-score-score-test-v1 · normalized_expected_score_mae0.0220 MAE
Setup & source

S1MB datasets/s1mb-generalization-diverse-score / test · normalized_expected_score_mae. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · scicite-choice-test-v1 · target_mass_at_prediction75.00%
Setup & source

S1MB datasets/scicite / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · scienceqa-choice · target_mass_at_prediction95.00%
Setup & source

S1MB datasets/scienceqa-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · scitail-noul-test-v1 · binary_brier0.0840 Brier
Setup & source

S1MB datasets/scitail / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · scone-choice-test-v1 · target_mass_at_prediction94.00%
Setup & source

S1MB datasets/scone / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · sdoh-nli-noul-test-v1 · binary_brier0.0351 Brier
Setup & source

S1MB datasets/sdoh_nli / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · sgd-choice-test-v1 · target_mass_at_prediction59.00%
Setup & source

S1MB datasets/sgd / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · snli-choice-test-v1 · target_mass_at_prediction79.00%
Setup & source

S1MB datasets/snli / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · sobaco-culture-choice · target_mass_at_prediction87.00%
Setup & source

S1MB datasets/sobaco-culture-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · spartqa-choice-test-v1 · target_mass_at_prediction48.00%
Setup & source

S1MB datasets/spartqa / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · stepgame-choice-test-v1 · target_mass_at_prediction48.00%
Setup & source

S1MB datasets/stepgame / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · sugarcrepe-choice · target_mass_at_prediction96.33%
Setup & source

S1MB datasets/sugarcrepe-choice / test · target_mass_at_prediction. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanoarguana-noul-test-v1 · binary_brier0.1145 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoArguAna / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanoarguana-score-test-v1 · normalized_expected_score_mae0.1562 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoArguAna / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanodbpedia-noul-test-v1 · binary_brier0.0769 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoDBPedia / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanodbpedia-score-test-v1 · normalized_expected_score_mae0.1490 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoDBPedia / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanofiqa2018-noul-test-v1 · binary_brier0.0719 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoFiQA2018 / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanofiqa2018-score-test-v1 · normalized_expected_score_mae0.1539 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoFiQA2018 / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanohotpotqa-noul-test-v1 · binary_brier0.0546 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoHotpotQA / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanohotpotqa-score-test-v1 · normalized_expected_score_mae0.1242 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoHotpotQA / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanomsmarco-noul-test-v1 · binary_brier0.0617 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoMSMARCO / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanomsmarco-score-test-v1 · normalized_expected_score_mae0.1292 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoMSMARCO / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanonfcorpus-noul-test-v1 · binary_brier0.0851 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoNFCorpus / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanonfcorpus-score-test-v1 · normalized_expected_score_mae0.1430 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoNFCorpus / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanonq-noul-test-v1 · binary_brier0.0388 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoNQ / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanonq-score-test-v1 · normalized_expected_score_mae0.1143 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoNQ / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanoscidocs-noul-test-v1 · binary_brier0.0709 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoSCIDOCS / test · binary_brier. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanoscidocs-score-test-v1 · normalized_expected_score_mae0.1526 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoSCIDOCS / test · normalized_expected_score_mae. Population 400 cases / 400 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 400, "expected": 400, "succeeded": 400, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 400

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanotouche2020-noul-test-v1 · binary_brier0.1255 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoTouche2020 / test · binary_brier. Population 392 cases / 392 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 392, "expected": 392, "succeeded": 392, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 392

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanobeir--nanotouche2020-score-test-v1 · normalized_expected_score_mae0.1756 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanobeir__NanoTouche2020 / test · normalized_expected_score_mae. Population 392 cases / 392 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 392, "expected": 392, "succeeded": 392, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 392

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanocoir-noul-test-v1 · binary_brier0.0366 Brier
Setup & source

S1MB datasets/synthetic_relevance__nanocoir / test · binary_brier. Population 800 cases / 800 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 800, "expected": 800, "succeeded": 800, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 800

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · synthetic-relevance--nanocoir-score-test-v1 · normalized_expected_score_mae0.1188 MAE
Setup & source

S1MB datasets/synthetic_relevance__nanocoir / test · normalized_expected_score_mae. Population 800 cases / 800 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 800, "expected": 800, "succeeded": 800, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 800

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · tallyqa-score · normalized_expected_score_mae0.0317 MAE
Setup & source

S1MB datasets/tallyqa-score / test · normalized_expected_score_mae. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · temporal-nli-choice-test-v1 · target_mass_at_prediction85.00%
Setup & source

S1MB datasets/temporal_nli / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · tracie-noul-test-v1 · binary_brier0.2578 Brier
Setup & source

S1MB datasets/tracie / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · ud-ewt-choice-test-v1 · target_mass_at_prediction60.04%
Setup & source

S1MB datasets/ud_ewt / test · target_mass_at_prediction. Population 100 cases / 1509 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 1509, "succeeded": 1509, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · visa-noul · binary_brier0.3891 Brier
Setup & source

S1MB datasets/visa-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · vsr-noul · binary_brier0.1808 Brier
Setup & source

S1MB datasets/vsr-noul / test · binary_brier. Population 300 cases / 300 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 300, "expected": 300, "succeeded": 300, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 300

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · winobias-choice-test-v1 · target_mass_at_prediction96.00%
Setup & source

S1MB datasets/winobias / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · winowhy-noul-test-v1 · binary_brier0.1444 Brier
Setup & source

S1MB datasets/winowhy / test · binary_brier. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source
S1MB · wiqa-choice-test-v1 · target_mass_at_prediction50.00%
Setup & source

S1MB datasets/wiqa / test · target_mass_at_prediction. Population 100 cases / 100 decisions.

Exact lihe07/span-02, which Hugging Face redirects to respanai/span-02, the registered repository; adapter span; settings {}. Run lihe07__span-02.

Published complete measured S1MB summary from the display snapshot of 2026-11-02T00:55:18.893Z. Execution/submission status is not assumed independent. Native binary Brier/normalized expected-score MAE is an error, not a percent. Counts: {"cases": 100, "expected": 100, "succeeded": 100, "failed": 0, "abstained": 0}.

Pinned public display snapshot 2026-10-17T12:53:13.764Z. Benchmark definitions keep dataset/split and task semantics. Native binary Brier and normalized expected-score MAE are errors, not percents. Failed, partial or missing results never become zero.

Checked / reported: 2026-11-02 · Samples: 100

Snapshot: 2026-10-17T12:53:13.764Z · Revision: 706ef6637478b78e908be90088f68d8c8f0d52e4; 1112da5ce7417def6fa805f9d1c3160c86e64e9d for Span-02 · Published aggregate observations; result reuse terms not separately specified

Result source · Benchmark source

Evaluator-published · Benchmark Heaven

Span-02 · Evaluator-published · Benchmark Heaven
EvaluationResultEvidence
Benchmark Heaven JevBench v1.8 · Capability Score69.339
Setup & source

Capability Score on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Intelligence60.9
Setup & source

Intelligence on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Calibration77.8
Setup & source

Calibration on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Cost Score53.5
Setup & source

Cost Score on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Modelled cost per 1,000 decisions0.03540 USD/1k decisions
Setup & source

Modelled cost per 1,000 decisions on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Self-hosted p50 on the GPU, loopback0.031 s
Setup & source

Self-hosted p50 on the GPU, loopback on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source
Benchmark Heaven JevBench v1.8 · Self-hosted estimate including network (2x + 150 ms)0.21 s
Setup & source

Self-hosted estimate including network (2x + 150 ms) on the rendered board.

Respan Span-02 · Open weights · LLM decoder. Board key respan-span-02; method tag v1.7. Measured on the Second regular draw (v1.6.43), 2026-10-14; put on the v1.6.1 scale by the draw's anchor offset (see How it works). Source link https://huggingface.co/lihe07/span-02.

Rendered board row.

Benchmark Heaven's rendered board, read 2 November 2026: 283 ranked systems · 1,500 decisions each (600 for 19 equated API re-runs) · 131 newer ranked rows tagged with their draw · 14 older rows dated separately. Newer rows are measured on dated draws and put on the v1.6.1 scale by the draw's anchor offset, so a row's draw is part of its identity. Distinct from Leanmcp JevBench, the community Decision Index and the stored Benchmark Heaven v1.6.1 feed. Cost is the source's model on a GPU-time basis for self-hosted rows, not a provider tariff. Self-hosted latency is timed on the GPU over loopback and API latency end to end with the network; the source says they are not directly comparable, so they stay in separate datasets. No Examenos recomputation.

Checked / reported: 2026-11-02 · Evaluated: 2026-10-14 · Samples: Not published

Snapshot: 2026-10-31 · Revision: Board v1.7.48, method v1.8, updated 2026-10-31; page sha256 df9093384c9cdf5854e065f71dd3abd83a127793f22f4ca70268e9981e0a0b17 · Published summary observations; upstream task/result terms retained

Result source · Benchmark source