Examenos

Four equally weighted evaluations: AA-Omniscience-Decision, HLE-MultiChoice (513 text-only questions), When2Call and WildGuardTest.

Exact named AA decision system; index v1.0. Served precision and detailed execution date not published in inspected chart.

Rounded chart label manually verified in source; not the ordinary language-model Intelligence Index.

Independent AA results. Omniscience splits its 25% between accuracy and non-hallucination. Displayed integer chart values, not undisclosed precise values. No automated AA import or refresh adapter.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-17 · Revision: Manually checked chart · 2026-10-17 · Published observations; result reuse terms not specified

JevBench Binary slices: aegis2 · acc @0.5

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 86.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · acc @0.5

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 84.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · acc if flipped

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 13.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · acc if flipped

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 15.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · AUROC

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9398. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · AUROC

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9307. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0985. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1095. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · ECE

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0308. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · ECE

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0510. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · FPR

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 10.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · FPR

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 14.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · positive recall

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 84.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2 · positive recall

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 84.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · acc @0.5

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 78.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · acc @0.5

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 82.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · acc if flipped

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 21.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · acc if flipped

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 17.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · AUROC

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8857. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · AUROC

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8971. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1405. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1335. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · ECE

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0293. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · ECE

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0415. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · FPR

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 17.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · FPR

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 13.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · positive recall

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 75.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: aegis2_response · positive recall

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 78.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · acc @0.5

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 78.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · acc @0.5

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 75.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · acc if flipped

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 21.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · acc if flipped

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 24.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · AUROC

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9650. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · AUROC

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9239. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1371. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1522. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · ECE

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0723. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · ECE

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0681. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · FPR

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · FPR

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 4.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · positive recall

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 58.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: atbench500 · positive recall

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 56.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · acc @0.5

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 96.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · acc @0.5

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 97.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · acc if flipped

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 3.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · acc if flipped

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 3.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · AUROC

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9941. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · AUROC

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9940. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0334. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0278. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · ECE

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0321. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · ECE

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0248. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · FPR

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · FPR

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · positive recall

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 90.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: jailbreak_classification · positive recall

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 91.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · acc @0.5

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 71.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · acc @0.5

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 74.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · acc if flipped

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 28.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · acc if flipped

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 25.9%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · AUROC

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9890. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · AUROC

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9256. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2429. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2278. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · ECE

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2495. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · ECE

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2196. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · FPR

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · FPR

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · positive recall

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 45.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Binary slices: prompt_injections · positive recall

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 50.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench By subset: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 73.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 240

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench By subset: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 90.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 240

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench By subset: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 74.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 240

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench By subset: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 43.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 240

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench By subset: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 85.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 240

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 85.7%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 88.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2002. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1687. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0320. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0344. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8478. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8801. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4927. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: banking77 · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3879. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 90.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 92.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1345. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1389. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0667. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0475. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8865. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9022. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2465. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_server_routing · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2879. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0001. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0046. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0032. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0242. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0032. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpbench_tool_selection · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0262. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 45.9%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 45.9%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7382. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6891. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.2163. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1421. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3704. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3753. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.7814. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_server_routing · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.5768. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0003. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0021. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0003. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mcpmark_tool_selection · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0021. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 77.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 76.3%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3315. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3379. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0831. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0628. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7697. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7630. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6745. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medmcqa · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6563. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 86.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 88.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1905. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1830. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0574. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0359. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8659. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8804. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3413. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: medqa_usmle · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3399. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 66.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 69.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4597. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4256. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1105. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0667. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6595. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6934. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0956. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: mmlu_pro · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9686. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 70.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 70.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4604. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4418. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1739. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1610. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.5572. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.5591. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0263. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: pubmedqa · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9455. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 73.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: rewardbench2 · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3553. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: rewardbench2 · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0266. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: rewardbench2 · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7347. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: rewardbench2 · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6706. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 95.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 95.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · Brier

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0621. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · Brier

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0616. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · ECE (10 bins)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0201. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · ECE (10 bins)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0103. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · macro-F1

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9685. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · macro-F1

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9640. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · NLL

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1080. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Choice slices: scienceqa_text · NLL

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0963. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: aegis2 · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8660. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500 · Source 95% CI: 83.39999999999999–89.4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: aegis2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8480. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 81.6–88

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: aegis2_response · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7880. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500 · Source 95% CI: 75.2–82

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: aegis2_response · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8220. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 78.8–85.39999999999999

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: atbench500 · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7860. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500 · Source 95% CI: 74.8–82

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: atbench500 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7580. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 71.8–79.4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: banking77 · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8570. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000 · Source 95% CI: 82.8–88.4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: banking77 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8840. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000 · Source 95% CI: 85.7–91

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: helpsteer2_helpfulness · mae_expected_level

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0050. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 0.934–1.079

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: jailbreak_classification · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9650. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 400 · Source 95% CI: 94.5–98.3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: jailbreak_classification · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9700. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 400 · Source 95% CI: 95.3–98.5

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpbench_server_routing · server_routing_accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9018. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 112 · Source 95% CI: 82.1–96.39999999999999

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpbench_server_routing · server_routing_accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9196. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 112 · Source 95% CI: 84.8–98.2

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpbench_tool_selection · tool_selection_accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpbench_tool_selection · tool_selection_accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 26

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpmark_server_routing · server_routing_accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4586. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 338 · Source 95% CI: 38.800000000000004–53.300000000000004

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpmark_server_routing · server_routing_accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.4586. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 338 · Source 95% CI: 38.800000000000004–53.300000000000004

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpmark_tool_selection · tool_selection_accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mcpmark_tool_selection · tool_selection_accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.0000. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 18

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: medmcqa · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7700. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000 · Source 95% CI: 73.6–80.30000000000001

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: medmcqa · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7630. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000 · Source 95% CI: 73–79.60000000000001

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: medqa_usmle · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8660. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000 · Source 95% CI: 83.7–89.2

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: medqa_usmle · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8810. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000 · Source 95% CI: 85.39999999999999–90.7

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mmlu_pro · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6640. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000 · Source 95% CI: 62.7–70.1

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: mmlu_pro · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6950. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000 · Source 95% CI: 65.8–73

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: nfcorpus_rank_choice · ndcg@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3790. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298 · Source 95% CI: 34.300000000000004–41.5

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: nfcorpus_rank_graded · ndcg@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3763. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924 · Source 95% CI: 34.2–41.4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: nfcorpus_rank_noul · ndcg@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3831. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298 · Source 95% CI: 34.699999999999996–41.8

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: prompt_injections · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7155. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 116 · Source 95% CI: 62.9–80.2

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: prompt_injections · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7414. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 116 · Source 95% CI: 65.5–81.89999999999999

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: pubmedqa · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7040. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500 · Source 95% CI: 66–74.2

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: pubmedqa · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7060. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 66.4–74.6

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: rewardbench2 · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7358. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1200 · Source 95% CI: 70.6–76.5

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: scienceqa_text · accuracy

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9580. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 1000 · Source 95% CI: 94.19999999999999–97.3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: scienceqa_text · accuracy

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.9560. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 1000 · Source 95% CI: 93.89999999999999–97.1

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: scifact_rank_choice · ndcg@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7486. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300 · Source 95% CI: 70.3–79

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: scifact_rank_noul · ndcg@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7305. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300 · Source 95% CI: 68.5–77.3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: sst5 · mae_expected_level

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.5080. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500 · Source 95% CI: 0.472–0.544

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Headline: sst5 · mae_expected_level

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.5330. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500 · Source 95% CI: 0.5–0.569

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 82.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 85.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 6.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 6.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 84.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 88.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 86.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: banking77 · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 88.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 87.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 91.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 5.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 91.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 91.1%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 89.3%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_server_routing · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 92.9%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 56

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpbench_tool_selection · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 41.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 39.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 8.9%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 12.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 44.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 44.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 47.3%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_server_routing · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 47.3%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 169

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mcpmark_tool_selection · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 100.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 3

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 71.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 70.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 10.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 11.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 78.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 76.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 75.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medmcqa · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 75.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 83.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 85.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 6.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 5.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 86.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 87.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 86.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: medqa_usmle · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 88.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 59.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 62.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 13.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 14.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 67.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 69.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 65.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: mmlu_pro · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 69.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: rewardbench2 · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 64.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 594

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: rewardbench2 · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 17.5%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 594

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: rewardbench2 · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 72.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 594

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: rewardbench2 · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 74.3%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 594

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · both correct

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 94.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · both correct

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 93.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · flipped by reordering

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 3.6%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · flipped by reordering

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 4.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · original order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 96.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · original order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 96.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · permuted order

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 95.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Option-order sensitivity: scienceqa_text · permuted order

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 95.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: helpsteer2_helpfulness · exact (rounded)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 29.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: helpsteer2_helpfulness · MAE (expected level)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 1.005. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: helpsteer2_helpfulness · RPS

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1765. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: helpsteer2_helpfulness · Spearman

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.547. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: helpsteer2_helpfulness · within 1 level

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 76.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: nfcorpus_rank_graded · exact (rounded)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 64.8%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: nfcorpus_rank_graded · MAE (expected level)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.433. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: nfcorpus_rank_graded · RPS

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1300. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: nfcorpus_rank_graded · Spearman

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.492. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: nfcorpus_rank_graded · within 1 level

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 97.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 4924

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · exact (rounded)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 57.2%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · exact (rounded)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 54.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · MAE (expected level)

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.508. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · MAE (expected level)

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.533. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · RPS

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0803. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · RPS

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.0826. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · Spearman

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.878. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · Spearman

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.880. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · within 1 level

Scored 2026-10-11T18:57:40-0700. Model requested `liquid-d1`, endpoint `https://api.liquid.ai/decisions/v1/systemone`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 98.0%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-11T18:57:40-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ordinal slices: sst5 · within 1 level

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 98.4%. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 500

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_choice · MRR@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6293. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 288

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_choice · nDCG@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3790. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 288

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_choice · Recall@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1688. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 288

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_graded · MRR@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6344. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_graded · nDCG@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3763. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_graded · Recall@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1729. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_noul · MRR@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.6446. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_noul · nDCG@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.3831. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: nfcorpus_rank_noul · Recall@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.1758. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 298

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_choice · MRR@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7335. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_choice · nDCG@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7486. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_choice · Recall@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8234. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_noul · MRR@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7104. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_noul · nDCG@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.7305. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

JevBench Ranking slices: scifact_rank_noul · Recall@10

Scored 2026-10-15T23:38:25-0700. Model requested `or-liquid-d1`, endpoint `https://openrouter.ai/api/alpha/decisions`, manifest pinned 2026-09-26. One typed question per request, except `*_rank_noul` slices, which ask one noul per candidate document in a single request.

Raw 0.8184. Different gateway route; do not merge its timing or errors with the direct d1 report.

Named source slice, frozen manifest 26 September. One typed question per request except per-document ranking. Unrun is missing; API rejection handling follows source. Bootstrap intervals group reordered twins; ECE uses 10 equal-width bins. Choice Brier is sum convention, binary Brier is separate. NLL excludes exactly-zero gold mass. Ordinal level distances are assumed equal. Option-order sensitivity is correctness flips, not probability drift. Rankings use fixed BM25 top-20. Different direct/gateway d1 reports remain separate.

Checked / reported: 2026-10-17 · Evaluated: 2026-10-15T23:38:25-0700 · Samples: 300

Snapshot: 2026-10-17 · Revision: 6954ce9d98d81210d043ca0e94bc72bff6443140 · MIT code and released reports; source cases retain upstream licenses

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Four coding sessions; retained needed outputs according to the vendor. Compression alone is not a capability ranking.

Four coding sessions; retained needed outputs according to the vendor. Compression alone is not a capability ranking.

Checked / reported: 2026-10-17 · Samples: 4

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Vendor demo chooses among 62 words; mean 5.2 of 6 drawings.

Vendor demo chooses among 62 words; mean 5.2 of 6 drawings.

Checked / reported: 2026-10-17 · Samples: 6

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Same demonstration with screenshot input.

Same demonstration with screenshot input.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Vendor game demonstration with text state.

Vendor game demonstration with text state.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Vendor sample of 12 games.

Vendor sample of 12 games.

Checked / reported: 2026-10-17 · Samples: 12

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Task-specific vendor demonstration, not a standardized general ranking.

Hosted d1, October 5 demonstration; detailed repeated-run variance not published.

Published 12/12 games solved; no broad population claim.

Published 12/12 games solved; no broad population claim.

Checked / reported: 2026-10-17 · Samples: 12

Snapshot: 2026-10-05 · Revision: Release demonstration 2026-10-05 · Published observations; result reuse terms not specified

Vendor-defined mean of absolute accuracy minus chosen confidence; not interchangeable with other studies’ ECE.

Liquid vendor figure: mean absolute accuracy−confidence on chosen option; hardware/precision unpublished.

Printed figure values manually inspected. Curve coordinates are not reconstructed. Source task weighting and binning are not fully published.

Checked / reported: 2026-10-17 · Samples: Not published

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

General zero-shot models: 400 test cases, five typed questions each; agreement with teacher-produced soft labels, not objective truth.

Source row d1:free · Liquid AI hosted d1, general zero-shot; exact backend revision unpublished.

Raw Accuracy: 0.742; teacher agreement. Published d1 alias, not d1-ultra or d1-3B.

Whole case and all five questions in one request. Three teacher samples averaged for soft labels. Training-fitted specialists are excluded from this column. Hosted client timing is not local hardware timing. No current tariff is inferred from the historical free tier.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-17 · Revision: Dataset card snapshot 2026-10-17 · Apache-2.0 dataset card

General zero-shot models: 400 test cases, five typed questions each; agreement with teacher-produced soft labels, not objective truth.

Source row d1:free · Liquid AI hosted d1, general zero-shot; exact backend revision unpublished.

Raw Brier: 0.155; teacher agreement. Published d1 alias, not d1-ultra or d1-3B.

Whole case and all five questions in one request. Three teacher samples averaged for soft labels. Training-fitted specialists are excluded from this column. Hosted client timing is not local hardware timing. No current tariff is inferred from the historical free tier.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-17 · Revision: Dataset card snapshot 2026-10-17 · Apache-2.0 dataset card

General zero-shot models: 400 test cases, five typed questions each; agreement with teacher-produced soft labels, not objective truth.

Source row d1:free · Liquid AI hosted d1, general zero-shot; exact backend revision unpublished.

Raw ECE: 0.124; teacher agreement. Published d1 alias, not d1-ultra or d1-3B.

Whole case and all five questions in one request. Three teacher samples averaged for soft labels. Training-fitted specialists are excluded from this column. Hosted client timing is not local hardware timing. No current tariff is inferred from the historical free tier.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-17 · Revision: Dataset card snapshot 2026-10-17 · Apache-2.0 dataset card

General zero-shot models: 400 test cases, five typed questions each; agreement with teacher-produced soft labels, not objective truth.

Source row d1:free · Liquid AI hosted d1, general zero-shot; exact backend revision unpublished.

Raw KL from gold: 0.475; teacher agreement. Published d1 alias, not d1-ultra or d1-3B.

Whole case and all five questions in one request. Three teacher samples averaged for soft labels. Training-fitted specialists are excluded from this column. Hosted client timing is not local hardware timing. No current tariff is inferred from the historical free tier.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-17 · Revision: Dataset card snapshot 2026-10-17 · Apache-2.0 dataset card

General zero-shot models: 400 test cases, five typed questions each; agreement with teacher-produced soft labels, not objective truth.

Source row d1:free · Liquid AI hosted d1, general zero-shot; exact backend revision unpublished.

Raw Median latency: 525; teacher agreement. Published d1 alias, not d1-ultra or d1-3B.

Whole case and all five questions in one request. Three teacher samples averaged for soft labels. Training-fitted specialists are excluded from this column. Hosted client timing is not local hardware timing. No current tariff is inferred from the historical free tier.

Checked / reported: 2026-10-17 · Samples: 400

Snapshot: 2026-10-17 · Revision: Dataset card snapshot 2026-10-17 · Apache-2.0 dataset card

Exact named hosted API observation; All-case accuracy.

Named source route liquid/d1; ModelTested runner v1; tested_on=openrouter. Exact backend weight revision and API inference precision unpublished.

Publisher generated 2026-10-18. 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.

Checked / reported: 2026-10-18 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23 · Published aggregate observations; result reuse terms not separately specified

Exact named hosted API observation; Hard-case accuracy.

Named source route liquid/d1; ModelTested runner v1; tested_on=openrouter. Exact backend weight revision and API inference precision unpublished.

Publisher generated 2026-10-18. 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.

Checked / reported: 2026-10-18 · Samples: 19

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23 · Published aggregate observations; result reuse terms not separately specified

Exact named hosted API observation; Public-case accuracy.

Named source route liquid/d1; ModelTested runner v1; tested_on=openrouter. Exact backend weight revision and API inference precision unpublished.

Publisher generated 2026-10-18. 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.

Checked / reported: 2026-10-18 · Samples: 14

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23 · Published aggregate observations; result reuse terms not separately specified

Exact named hosted API observation; Hidden-case accuracy.

Named source route liquid/d1; ModelTested runner v1; tested_on=openrouter. Exact backend weight revision and API inference precision unpublished.

Publisher generated 2026-10-18. 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.

Checked / reported: 2026-10-18 · Samples: 42

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23 · Published aggregate observations; result reuse terms not separately specified

Exact named hosted API observation; Brier-based confidence score.

Named source route liquid/d1; ModelTested runner v1; tested_on=openrouter. Exact backend weight revision and API inference precision unpublished.

Publisher generated 2026-10-18. 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.

Checked / reported: 2026-10-18 · Samples: 56

Snapshot: 2026-10-18 · Revision: 081e8f37130a4a9077b8cffe62827d4c3b9e3b23 · Published aggregate observations; result reuse terms not separately specified