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Humanity's Last Exam (with tools)

Hard multidisciplinary exam with tools

20 current versions with results · 77 current models · older versions hidden

Higher is better · %. Missing results are not zero. Expand Evidence for source dates, efforts and harness notes.

Humanity's Last Exam (with tools) results for latest model versions
Provider Published / checked Evidence
Kimi K3.1 ProMoonshot AIMoonshot AI70%2026-10-23
All 1 recorded result & sources

70% · raw 70 %

Headline · max effort · Own vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. K3.1 Pro defaults: max, temperature 1.0, top-p 0.95 unless otherwise stated.

https://www.kimi.ai/blog/kimi-k3-1-pro
Claude Opus 5.5AnthropicAnthropic67.7%2026-09-22
All 7 recorded results & sources

67.7% · raw 67.7 %

Headline · max effort · Own vendor

Source/record date: 2026-09-22

Humanity's Last Exam with tools

https://www.anthropic.com/claude-opus-5-5

57.4% · raw 57.4 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

63% · raw 63 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

63.9% · raw 63.9 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

66.4% · raw 66.4 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

67.7% · raw 67.7 %

Alternative · max effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

67.7% · raw 67.7 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Table labels max with fallback; chart notes mention possible Claude fallbacks/GPT cyberguards. This is not a guaranteed single-model-only execution. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup.

https://www.kimi.ai/blog/kimi-k3-1-pro
Claude Fable 5.1AnthropicAnthropic65.6%2026-09-22
All 4 recorded results & sources

65% · raw 65 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-09-03

As reported by OpenAI | Demoted 2026-09-25: duplicate of headline from Anthropic Claude Opus 5.5 announce (anthropic.com/claude-opus-5-5); model vendor's own (Anthropic) figure preferred over peer-vendor OpenAI comparison table (rule a); Anthropic source is also later-dated (2026-09-22). Values differ (65.0 here vs 65.6 Anthropic); not reconciled. source_type relabeled official→vendor-comparison (OpenAI reporting an Anthropic model).

https://openai.com/index/gpt-6-astra/

65.6% · raw 65.6 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-09-22

As reported by Anthropic Opus 5.5 announce

https://www.anthropic.com/claude-opus-5-5

65% · raw 65 %

Alternative · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Text-only subset, explicitly distinguished by source footnote; not full HLE with tools. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. Existing headline retained; alternate vendor configuration/evidence, no averaging.

https://www.stepfun.com/step-5-preview

65.6% · raw 65.6 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Table labels max with fallback; chart notes mention possible Claude fallbacks/GPT cyberguards. This is not a guaranteed single-model-only execution. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup.

https://www.kimi.ai/blog/kimi-k3-1-pro
Claude Sonnet 5.5AnthropicAnthropic64.5%2026-09-28
All 6 recorded results & sources

64.5% · raw 64.5 %

Headline · max effort · Own vendor

Source/record date: 2026-09-28

HLE with tools at max

https://www.anthropic.com/claude-sonnet-5-5

47.6% · raw 47.6 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

50.5% · raw 50.5 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

56.7% · raw 56.7 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

62% · raw 62 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

64.5% · raw 64.5 %

Alternative · max effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119
GLM-5.3Z.aiZ.ai62.5%2026-09-10
All 5 recorded results & sources

62.5% · raw 62.5 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-09-10

As reported in DeepSeek-V4.1-Flash HF comparison table (GLM-5.3 column)

https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash

62.5% · raw 62.5 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-05

From chart/figure: Reflection Beam Reasoning table, visually read in full resolution 14 October 2026. HLE with tools, not the separate no-tools row. Exact subset, tools/harness, budget, grader and run date are unpublished. As reported by Reflection; preserve the peer own-vendor headline. The DeepSeek column explicitly says DeepSeek V4.1 Flash Max; GLM effort is unspecified. Figure header lists Beam 1M context and Apache 2.0, but these do not establish current serving limit or released weights; keep current model metadata sourced from API docs/HF availability.

https://cdn.sanity.io/images/sp40emik/production/a3ec40b7c91e525952244f2f1f8ae39c0351f414-2070x1078.png?w=3840&fit=max

62.5% · raw 62.5 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-15

Harness: Muse internal bash/browser tools with HF/Kaggle/PapersWithCode/LMSYS blocked; question subset unpublished. Peers from self-reports; not proof of identical tool or task budgets. As reported by Meta in Muse Spark Open release, not direct evaluator verification. Source checked 15 October 2026; exact execution date unpublished.

https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B

62.5% · raw 62.5 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. Academic multimodal questions with tools; exact split/version unreported. Non-headline addition 2026-10-21: preserves the existing own-vendor or earlier configured headline; this source remains reachable as distinct vendor evidence.

https://arxiv.org/html/2610.28578v1#S3.T1

62.5% · raw 62.5 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup.

https://www.kimi.ai/blog/kimi-k3-1-pro
Muse Spark OpenMetaMeta61%2026-10-15
All 1 recorded result & sources

61% · raw 61 %

Headline · xhigh effort · Own vendor

Source/record date: 2026-10-15

Harness: Muse internal bash/browser tools with HF/Kaggle/PapersWithCode/LMSYS blocked; question subset unpublished. Peers from self-reports; not proof of identical tool or task budgets. As reported by Meta in Muse Spark Open release, not direct evaluator verification. Launch xhigh (strength 512), temperature/top_p=1.0, top_k disabled. Source checked 15 October 2026; exact execution date unpublished.

https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B
DeepSeek V4.1 Flash 1017Latest versionDeepSeekDeepSeek58.8%2026-10-23
All 1 recorded result & sources

58.8% · raw 58.8 %

Headline · max effort · Peer vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup.

https://www.kimi.ai/blog/kimi-k3-1-pro
Claude Haiku 5.5AnthropicAnthropic57.4%2026-10-07
All 5 recorded results & sources

38.6% · raw 38.6 %

Alternative · low effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

45% · raw 45 %

Alternative · medium effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

50.1% · raw 50.1 %

Alternative · high effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

54.8% · raw 54.8 %

Alternative · xhigh effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs. Alternative evidence; existing headline/configuration retained. No averaging.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119

57.4% · raw 57.4 %

Headline · max effort · Own vendor

Source/record date: 2026-10-07

Anthropic Haiku 5.5 system card, p. 119. Web search/fetch and code execution; contamination-source restrictions; adaptive effort matrix, five trials. Web-search fees excluded from chart costs.

https://www-cdn.anthropic.com/e1080d6bf5ae2018ea3c2f414064be03232f5be5/Claude%20Haiku%205.5%20System%20Card.pdf#page=119
GPT-6 AstraOpenAIOpenAI57.2%2026-09-03
All 4 recorded results & sources

57.2% · raw 57.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-09-03

https://openai.com/index/gpt-6-astra/

57.2% · raw 57.2 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-09-22

As reported by Anthropic Opus 5.5 announce | Demoted 2026-09-25: duplicate of headline from OpenAI GPT-6 Astra announce (openai.com/index/gpt-6-astra); vendor official preferred over Anthropic peer comparison table (rule a); same value.

https://www.anthropic.com/claude-opus-5-5

57.2% · raw 57.2 %

Alternative · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Text-only subset, explicitly distinguished by source footnote; not full HLE with tools. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. Existing headline retained; alternate vendor configuration/evidence, no averaging.

https://www.stepfun.com/step-5-preview

57.2% · raw 57.2 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-23

Harness: Full 2,500-question evaluation with tools; do not confuse with text-only HLE or no-tools HLE. Table labels max with fallback; chart notes mention possible Claude fallbacks/GPT cyberguards. This is not a guaranteed single-model-only execution. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup.

https://www.kimi.ai/blog/kimi-k3-1-pro
Kimi K3Moonshot AIMoonshot AI56%2026-07-16
All 4 recorded results & sources

56% · raw 56 %

Headline · max effort · Own vendor

Source/record date: 2026-07-16

HLE-Full with general tools

https://github.com/MoonshotAI/Kimi-K3

56% · raw 56 %

Alternative · max effort · Peer vendor

Source/record date: 2026-09-20

Harness: StepFun vendor-reported evaluation; Text-only subset, explicitly distinguished by source footnote; not full HLE with tools. Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. Existing headline retained; alternate vendor configuration/evidence, no averaging.

https://www.stepfun.com/step-5-preview

56% · raw 56 %

Alternative · max effort · Peer vendor

Source/record date: 2026-10-15

Harness: Muse internal bash/browser tools with HF/Kaggle/PapersWithCode/LMSYS blocked; question subset unpublished. Peers from self-reports; not proof of identical tool or task budgets. As reported by Meta in Muse Spark Open release, not direct evaluator verification. Source checked 15 October 2026; exact execution date unpublished.

https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B

56% · raw 56 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. Academic multimodal questions with tools; exact split/version unreported. Non-headline addition 2026-10-21: preserves the existing own-vendor or earlier configured headline; this source remains reachable as distinct vendor evidence.

https://arxiv.org/html/2610.28578v1#S3.T1
GLM-5.3-FlashZ.aiZ.ai55.3%2026-08-26
All 1 recorded result & sources

55.3% · raw 55.3 %

Headline · unknown effort · Own vendor

Source/record date: 2026-08-26

https://z.ai/blog/glm-5.3-flash
Sage-A1.5Shanghai AI LaboratoryShanghai AI Laboratory55.1%2026-10-21
All 1 recorded result & sources

55.1% · raw 55.1 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. Final released checkpoint. Academic multimodal questions with tools; exact split/version unreported.

https://arxiv.org/html/2610.28578v1#S3.T1
Beam 1.0Reflection AIReflection AI51.1%2026-10-17
All 5 recorded results & sources

51.1% · raw 51.1 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned BF16; temp=0.7, top_p=0.99. Effort and run date unpublished. HLE text modality only; source does not identify a newer HLE-Diamond subset. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

51.1% · raw 51.1 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned FP8; temp=0.7, top_p=0.99. Effort and run date unpublished. HLE text modality only; source does not identify a newer HLE-Diamond subset. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

51.1% · raw 51.1 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned NVFP4; temp=0.7, top_p=0.99. Effort and run date unpublished. HLE text modality only; source does not identify a newer HLE-Diamond subset. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

51.2% · raw 51.2 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-05

From chart/figure: Reflection Beam Reasoning table, visually read in full resolution 14 October 2026. HLE with tools, not the separate no-tools row. Exact subset, tools/harness, budget, grader and run date are unpublished. Beam effort is unspecified. Figure header lists Beam 1M context and Apache 2.0, but these do not establish current serving limit or released weights; keep current model metadata sourced from API docs/HF availability. Demoted 2026-10-17: retained preview observation; released BF16 card now supplies the current headline.

https://cdn.sanity.io/images/sp40emik/production/a3ec40b7c91e525952244f2f1f8ae39c0351f414-2070x1078.png?w=3840&fit=max

51.2% · raw 51.2 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-15

Harness: Muse internal bash/browser tools with HF/Kaggle/PapersWithCode/LMSYS blocked; question subset unpublished. Peers from self-reports; not proof of identical tool or task budgets. As reported by Meta in Muse Spark Open release, not direct evaluator verification. Source checked 15 October 2026; exact execution date unpublished.

https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B
Spark-X2.6-4BSparkLLMSparkLLM36.9%2026-10-20
All 1 recorded result & sources

36.9% · raw 36.9 %

Headline · high effort · Own vendor

Source/record date: 2026-10-20

Harness: SparkLLM own run at thinking high per its card, temperature 1.0, top_p 0.95; exact label “HLE(w tools)” in the card figure. Self-reported; run date unpublished.

https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg
Gemma 4 31BGoogleGoogle26.5%2026-10-19
All 1 recorded result & sources

26.5% · raw 26.5 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-19

Harness: Google final instruction-tuned report Table5; thinking enabled, no effort tier inferred. Search tool enabled. Report dated19June2026, not execution date. Visually checked numeric table.

https://arxiv.org/pdf/2607.02770#page=5
Spark-X2.6-1.7BSparkLLMSparkLLM19.9%2026-10-19
All 1 recorded result & sources

19.9% · raw 19.9 %

Headline · high effort · Own vendor

Source/record date: 2026-10-19

Harness: SparkLLM own run at thinking high per its card, temperature 1.0, top_p 0.95; exact label “HLE(w tools)” in the card figure. Self-reported; run date unpublished.

https://huggingface.co/XHToken/Spark-X2.6-1.7B/resolve/e6406af83988f26e87ea92455f31db3f6476131b/images/all_benchmark.svg
Gemma 4 12B UnifiedGoogleGoogle19%2026-10-20
All 1 recorded result & sources

19% · raw 19 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-20

SparkLLM-measured peer in its Spark-X2.6 card figure, label “HLE(w tools)”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored.

https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg
Gemma 4 26B-A4BGoogleGoogle17.2%2026-10-19
All 1 recorded result & sources

17.2% · raw 17.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-19

Harness: Google final instruction-tuned report Table5; thinking enabled, no effort tier inferred. Search tool enabled. Report dated19June2026, not execution date. Visually checked numeric table.

https://arxiv.org/pdf/2607.02770#page=5
Gemma 4 E4BGoogleGoogle10.1%2026-10-20
All 1 recorded result & sources

10.1% · raw 10.1 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-20

SparkLLM-measured peer in its Spark-X2.6 card figure, label “HLE(w tools)”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored.

https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg
Gemma 4 E2BGoogleGoogle6.6%2026-10-19
All 1 recorded result & sources

6.6% · raw 6.6 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-19

SparkLLM-measured peer in its Spark-X2.6 card figure, label “HLE(w tools)”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored.

https://huggingface.co/XHToken/Spark-X2.6-1.7B/resolve/e6406af83988f26e87ea92455f31db3f6476131b/images/all_benchmark.svg
Agens Volundr 32B v1BlockwayBlockway——No recorded result
Clover-35B-A3B-PreviewDiffuSpaceDiffuSpace——No recorded result
Command A+CohereCohere——No recorded result
Fern 0.1MirendilMirendil——No recorded result
Gemini 3.8 FlashGoogleGoogle——No recorded result
Gemini 4 ArgonGoogleGoogle——No recorded result
Gemini 4 CarbonGoogleGoogle——No recorded result
GoTo-AI-Gemma-3-27B-ITGoTo / AI SingaporeGoTo / AI Singapore——No recorded result
GPT-5.6 TerraOpenAIOpenAI——No recorded result
GPT-6 LunaOpenAIOpenAI——No recorded result
GPT-6 Luna (October 29)OpenAIOpenAI——No recorded result
GPT-6 RosalindOpenAIOpenAI——No recorded result
GPT-6.1 SolOpenAIOpenAI——No recorded result
GPT-6.1 TerraOpenAIOpenAI——No recorded result
Grok 4.7xAIxAI——No recorded result
Hy-Memory-30B-A3BTencent HunyuanTencent Hunyuan——No recorded result
Hy4 previewTencentTencent——No recorded result
Jais 3 32BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 375B-A23BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 MoVA 36B-A4BIFM / Inception42IFM / Inception42——No recorded result
Kolibri-1Aleph AlphaAleph Alpha——No recorded result
LBS-27BInclusionAIInclusionAI——No recorded result
LFM2.5-24B-A2BLiquid AILiquid AI——No recorded result
Ling 3.0 Flash VLinclusionAIinclusionAI——No recorded result
Ling 3.1 Flash 1019Latest versioninclusionAIinclusionAI——No recorded result
Mage-VL-CoworkMicrosoftMicrosoft——No recorded result
Mellum2.1 ThinkingJetBrainsJetBrains——No recorded result
Mercury 3Latest versionInceptionInception——No recorded result
MiMo-V2.6-Distill-Qwen-9BXiaomiXiaomi——No recorded result
MiMo-V2.6-FlashXiaomiXiaomi——No recorded result
MiMo-V2.6-ProXiaomiXiaomi——No recorded result
MiniCPM-V 4.7 35B-A3BOpenBMBOpenBMB——No recorded result
MiniMax M3.1 FlashMiniMaxMiniMax——No recorded result
Mistral Large 4Latest versionMistral AIMistral AI——No recorded result
Muse Glimmer 30BMetaMeta——No recorded result
Muse Spark 1.3MetaMeta——No recorded result
Muse WonderMetaMeta——No recorded result
Muse Wonder FullMetaMeta——No recorded result
Naive-N0.5-FlashNaiveAINaiveAI——No recorded result
Nanbeige4.3-33BNanbeigeNanbeige——No recorded result
Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIANVIDIA——No recorded result
Nemotron 3.5 Lightning 30B-A3BNVIDIANVIDIA——No recorded result
Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIANVIDIA——No recorded result
Nex-N2.5-ProNex AGINex AGI——No recorded result
Ornith 1.5 122BOrnithOrnith——No recorded result
Pareto 26.10Latest versionUnbiasedUnbiased——No recorded result
Particle-1Particle AIParticle AI——No recorded result
Qwen3.8 27BAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Max (0902)Latest versionAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Omni FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Raon-1 mini previewKRAFTON AIKRAFTON AI——No recorded result
Recursive FlintRecursiveRecursive——No recorded result
SenseNova-Loop-9B-PreviewSenseNovaSenseNova——No recorded result
Solar Mini 4UpstageUpstage——No recorded result
Solar Pro 4UpstageUpstage——No recorded result
Step 5 PreviewStepFunStepFun——No recorded result

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