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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.
| Provider | Published / checked | Evidence | ||
|---|---|---|---|---|
| Kimi K3.1 ProMoonshot AI | Moonshot AI | 70% | 2026-10-23 | All 1 recorded result & sources70% · 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 Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished.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 5.5Anthropic | Anthropic | 67.7% | 2026-09-22 | All 7 recorded results & sources67.7% · 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-5-557.4% · 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=11963% · 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=11963.9% · 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=11966.4% · 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=11967.7% · 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=11967.7% · 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 5.1Anthropic | Anthropic | 65.6% | 2026-09-22 | All 4 recorded results & sources65% · 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-5-565% · 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-preview65.6% · 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 5.5Anthropic | Anthropic | 64.5% | 2026-09-28 | All 6 recorded results & sources64.5% · 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-5-547.6% · 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=11950.5% · 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=11956.7% · 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=11962% · 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=11964.5% · 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 |
| DeepSeek V4.1 FlashOlder versionView latest →DeepSeek | DeepSeek | 63.9% | 2026-09-10 | All 2 recorded results & sources63.9% · raw 63.9 % Headline · unknown effort · Own vendor Source/record date: 2026-09-10 HLE w/ tools Pass@1 https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash63.9% · raw 63.9 % Alternative · max 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 |
| GLM-5.3Z.ai | Z.ai | 62.5% | 2026-09-10 | All 5 recorded results & sources62.5% · 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-Flash62.5% · 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=max62.5% · 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-A42B62.5% · 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.T162.5% · 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 OpenMeta | Meta | 61% | 2026-10-15 | All 1 recorded result & sources61% · 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 versionDeepSeek | DeepSeek | 58.8% | 2026-10-23 | All 1 recorded result & sources58.8% · 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 5.5Anthropic | Anthropic | 57.4% | 2026-10-07 | All 5 recorded results & sources38.6% · 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=11945% · 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=11950.1% · 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=11954.8% · 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=11957.4% · 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 AstraOpenAI | OpenAI | 57.2% | 2026-09-03 | All 4 recorded results & sources57.2% · 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-5-557.2% · 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-preview57.2% · 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 |
| Qwen3.8 MaxOlder versionView latest →Alibaba (Qwen) | Alibaba (Qwen) | 56.2% | 2026-08-03 | All 1 recorded result & sources56.2% · raw 56.2 % Headline · unknown effort · Own vendor Source/record date: 2026-08-03 Alibaba’s Qwen3.8-Max table. https://qwen.ai/blog?id=qwen3.8 |
| Kimi K3Moonshot AI | Moonshot AI | 56% | 2026-07-16 | All 4 recorded results & sources56% · raw 56 % Headline · max effort · Own vendor Source/record date: 2026-07-16 HLE-Full with general tools https://github.com/MoonshotAI/Kimi-K356% · 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-preview56% · 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-A42B56% · 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.ai | Z.ai | 55.3% | 2026-08-26 | All 1 recorded result & sources55.3% · 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 Laboratory | Shanghai AI Laboratory | 55.1% | 2026-10-21 | All 1 recorded result & sources55.1% · 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 AI | Reflection AI | 51.1% | 2026-10-17 | All 5 recorded results & sources51.1% · 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-A23B51.1% · 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-A23B51.1% · 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-A23B51.2% · 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=max51.2% · 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-X2.6-4BSparkLLM | SparkLLM | 36.9% | 2026-10-20 | All 1 recorded result & sources36.9% · 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 31BGoogle | 26.5% | 2026-10-19 | All 1 recorded result & sources26.5% · 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-X2.6-1.7BSparkLLM | SparkLLM | 19.9% | 2026-10-19 | All 1 recorded result & sources19.9% · 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 UnifiedGoogle | 19% | 2026-10-20 | All 1 recorded result & sources19% · 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-A4BGoogle | 17.2% | 2026-10-19 | All 1 recorded result & sources17.2% · 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 E4BGoogle | 10.1% | 2026-10-20 | All 1 recorded result & sources10.1% · 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 E2BGoogle | 6.6% | 2026-10-19 | All 1 recorded result & sources6.6% · 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 v1Blockway | Blockway | — | — | No recorded result |
| Clover-35B-A3B-PreviewDiffuSpace | DiffuSpace | — | — | No recorded result |
| Command A+Cohere | Cohere | — | — | No recorded result |
| Fern 0.1Mirendil | Mirendil | — | — | No recorded result |
| Gemini 3.8 FlashGoogle | — | — | No recorded result | |
| Gemini 4 ArgonGoogle | — | — | No recorded result | |
| Gemini 4 CarbonGoogle | — | — | No recorded result | |
| GoTo-AI-Gemma-3-27B-ITGoTo / AI Singapore | GoTo / AI Singapore | — | — | No recorded result |
| GPT-5.6 TerraOpenAI | OpenAI | — | — | No recorded result |
| GPT-6 LunaOpenAI | OpenAI | — | — | No recorded result |
| GPT-6 Luna (October 29)OpenAI | OpenAI | — | — | No recorded result |
| GPT-6 RosalindOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 SolOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 TerraOpenAI | OpenAI | — | — | No recorded result |
| Grok 4.7xAI | xAI | — | — | No recorded result |
| Hy-Memory-30B-A3BTencent Hunyuan | Tencent Hunyuan | — | — | No recorded result |
| Hy4 previewTencent | Tencent | — | — | No recorded result |
| Jais 3 32BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 375B-A23BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 MoVA 36B-A4BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Kolibri-1Aleph Alpha | Aleph Alpha | — | — | No recorded result |
| LBS-27BInclusionAI | InclusionAI | — | — | No recorded result |
| LFM2.5-24B-A2BLiquid AI | Liquid AI | — | — | No recorded result |
| Ling 3.0 Flash VLinclusionAI | inclusionAI | — | — | No recorded result |
| Ling 3.1 FlashOlder versionView latest →inclusionAI | inclusionAI | — | — | No recorded result |
| Ling 3.1 Flash 1019Latest versioninclusionAI | inclusionAI | — | — | No recorded result |
| Mage-VL-CoworkMicrosoft | Microsoft | — | — | No recorded result |
| Mellum2.1 ThinkingJetBrains | JetBrains | — | — | No recorded result |
| Mercury 2.5Older versionView latest →Inception | Inception | — | — | No recorded result |
| Mercury 3Latest versionInception | Inception | — | — | No recorded result |
| MiMo-V2.6-Distill-Qwen-9BXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-FlashXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-ProXiaomi | Xiaomi | — | — | No recorded result |
| MiniCPM-V 4.7 35B-A3BOpenBMB | OpenBMB | — | — | No recorded result |
| MiniMax M3.1 FlashMiniMax | MiniMax | — | — | No recorded result |
| Mistral Large 4Latest versionMistral AI | Mistral AI | — | — | No recorded result |
| Mistral Large 4 PreviewOlder versionView latest →Mistral AI | Mistral AI | — | — | No recorded result |
| Muse Glimmer 30BMeta | Meta | — | — | No recorded result |
| Muse Spark 1.3Meta | Meta | — | — | No recorded result |
| Muse WonderMeta | Meta | — | — | No recorded result |
| Muse Wonder FullMeta | Meta | — | — | No recorded result |
| Naive-N0.5-FlashNaiveAI | NaiveAI | — | — | No recorded result |
| Nanbeige4.3-33BNanbeige | Nanbeige | — | — | No recorded result |
| Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Nemotron 3.5 Lightning 30B-A3BNVIDIA | NVIDIA | — | — | No recorded result |
| Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Nex-N2.5-ProNex AGI | Nex AGI | — | — | No recorded result |
| Ornith 1.5 122BOrnith | Ornith | — | — | No recorded result |
| Pareto 26.10Latest versionUnbiased | Unbiased | — | — | No recorded result |
| Pareto 26.10 PreviewOlder versionView latest →Unbiased | Unbiased | — | — | No recorded result |
| Particle-1Particle AI | Particle 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 AI | KRAFTON AI | — | — | No recorded result |
| Recursive FlintRecursive | Recursive | — | — | No recorded result |
| SenseNova-Loop-9B-PreviewSenseNova | SenseNova | — | — | No recorded result |
| Solar Mini 4Upstage | Upstage | — | — | No recorded result |
| Solar Pro 4Upstage | Upstage | — | — | No recorded result |
| Step 5 PreviewStepFun | StepFun | — | — | No recorded result |