Frontier Log

Benchmark · Active

Humanity's Last Exam

Created by Center for AI Safety and Scale AI, 23 Jan 2025 · Higher is better · Website

0102030405060Jan 2025Apr 2025Jul 2025Oct 2025Jan 2026Apr 2026Jul 2026Oct 202643.6%Qwen3.8-Max42.6%DeepSeek-V4.1-Flash-101741.4%GPT-5.534.5%GPT-5.221.7%DeepSeek-V3.1-Terminus20.32%OpenAI o313.40%o3-mini0102030405060Jan 2025Jul 2025Jan 2026Jul 202643.6%Qwen3.8-Max41.4%GPT-5.534.5%GPT-5.225.7%GPT-5.120.32%OpenAI o3

Results

ModelScoreSource
Qwen3.8-Max3 Aug 2026 · Alibaba43.6%Qwen3.8-Max: A New Bar for Coding and CoworkChecked A person checked this number against its source on 17 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.full or text-only set not statedOur capture
DeepSeek-V4.1-Flash-101717 Oct 2026 · DeepSeek42.6%DeepSeek-V4.1-Flash-1017: Wish-Driven Programming Made RealCorroborated The same number is printed in 1 other lab document: 1Source image
Qwen3.7-Max20 May 2026 · Alibaba41.4%Qwen3.7: The Agent FrontierChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.xhigh reasoning effortOur capture
GPT-5.523 Apr 2026 · OpenAI41.4%Introducing GPT-5.5Checked A person checked this number against its source on 17 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 6 other lab documents. The first 3 are linked: 1 2 3Our capture
GPT-5.45 Mar 2026 · OpenAI39.8%Introducing GPT-5.4Checked A person checked this number against its source on 16 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 5 other lab documents. The first 3 are linked: 1 2 3Our capture
DeepSeek-V4-Pro24 Apr 2026 · DeepSeek37.7%DeepSeek V4 Preview ReleaseCorroborated The same number is printed in 1 other lab document: 1max reasoning effort; full or text-only set not statedSource image
DeepSeek-V4.1-Flash10 Sep 2026 · DeepSeek36.8%DeepSeek-V4.1-Flash: Smarter, Faster, More EfficientCorroborated The same number is printed in 3 other lab documents: 1 2 3Source image
Qwen3.8-Omni-Flash18 Sep 2026 · Alibaba36.5%Qwen3.8-Omni-Flash: Omni Senses. Agentic Delivery.Checked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.GPT-4o judge; full or text-only set not statedOur capture
Qwen3-Max-Thinking26 Jan 2026 · Alibaba36.5%Pushing Qwen3-Max-Thinking Beyond its LimitsChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.heavy mode: test-time scaling over parallel trajectories; parallel test-time computeSource image
Qwen3.8-Flash-Next26 Aug 2026 · Alibaba35.9%Qwen3.8-Flash-Next: A New Architecture, Towards Ultimate Cost-EfficiencyCorroborated The same number is printed in 1 other lab document: 1GPT-4o judge; full or text-only set not statedOur capture
Qwen3.7-Plus1 Jun 2026 · Alibaba34.7%Qwen3.7-Plus: Multimodal Agent IntelligenceChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 1 other lab document: 1xhigh reasoning effort; full or text-only set not statedOur capture
GPT-5.211 Dec 2025 · OpenAI34.5%Introducing GPT-5.2Checked A person checked this number against its source on 16 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 3 other lab documents: 1 2 3Our capture
Qwen3.6-Plus2 Apr 2026 · Alibaba28.8%Qwen3.6-Plus: Towards Real World AgentsChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Our capture
Qwen3.5-397B-A17B16 Feb 2026 · Alibaba28.7%Qwen3.5: Towards Native Multimodal AgentsChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Our capture
GPT-5.4 mini17 Mar 2026 · OpenAI28.2%Introducing GPT-5.4 mini and nanoChecked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.xhigh effortOur capture
Nemotron 3 Ultra 550B-A55B4 Jun 2026 · NVIDIA26.7%nvidia/NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4 model card (launch-day revision)Corroborated The same number is printed in 2 other lab documents: 1 2Our capture
GPT-5.112 Nov 2025 · OpenAI25.7%Introducing GPT-5.2Checked A person checked this number against its source on 17 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 1 other lab document: 1reported laterOur capture
GLM-4.722 Dec 2025 · Z.ai24.8%GLM-4.7: Advancing the Coding CapabilityChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 1 other lab document: 1Our capture
GPT-5.4 nano17 Mar 2026 · OpenAI24.3%Introducing GPT-5.4 mini and nanoChecked A person checked this number against its source on 26 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.xhigh effortOur capture
MiniMax M2.123 Dec 2025 · MiniMax22.2%MiniMax M2.5: Built for Real-World Productivity.Corroborated The same number is printed in 1 other lab document: 1in-house run with Artificial Analysis Intelligence Index methods; reported laterSource image
DeepSeek-V3.1-Terminus22 Sep 2025 · DeepSeek21.7%DeepSeek-V3.1-TerminusCorroborated The same number is printed in 2 other lab documents: 1 2reasoning mode; full or text-only set not statedSource image
Qwen3.6-35B-A3B15 Apr 2026 · Alibaba21.4%Qwen3.6-35B-A3B: Agentic Coding Power, Now Open to AllChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 1 other lab document: 1full or text-only set not statedOur capture
OpenAI o316 Apr 2025 · OpenAI20.32%Introducing OpenAI o3 and o4-miniCorroborated The same number is printed in 3 other lab documents: 1 2 3high reasoning effortOur capture
OpenAI o316 Apr 2025 · OpenAI20.2%Introducing GPT-5 for developersChecked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.high reasoning effort; reported later; another report, not chartedOur capture
DeepSeek-V3.2-Exp29 Sep 2025 · DeepSeek19.8%Introducing DeepSeek-V3.2-ExpCorroborated The same number is printed in 1 other lab document: 1full or text-only set not statedSource image
MiniMax M2.512 Feb 2026 · MiniMax19.4%MiniMax M2.5: Built for Real-World Productivity.Checked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.in-house run with Artificial Analysis Intelligence Index methods; full or text-only set not statedSource image
Gemini 2.5 Pro25 Mar 2025 · Google18.8%Gemini 2.5: Our most intelligent AI modelChecked A person checked this number against its source on 17 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.pass@1Source image
Nemotron 3 Super 120B-A12B11 Mar 2026 · NVIDIA18.26%nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-FP8 model card (launch-day revision)Corroborated The same number is printed in 3 other lab documents: 1 2 3Our capture
GLM-4.630 Sep 2025 · Z.ai17.2%GLM-4.6: Advanced Agentic, Reasoning and Coding CapabilitiesChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Corroborated The same number is printed in 1 other lab document: 1128K contextSource image
GPT-5 mini7 Aug 2025 · OpenAI16.7%Introducing GPT-5 for developersCorroborated The same number is printed in 1 other lab document: 1high reasoning effort; reported laterOur capture
GPT-5 mini7 Aug 2025 · OpenAI18.3%Introducing GPT-5.4 mini and nanoChecked A person checked this number against its source on 7 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.high reasoning effort, the highest available; reported later; another report, not chartedOur capture
gpt-oss-120b5 Aug 2025 · OpenAI14.9%Introducing gpt-ossChecked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.Our capture
o4-mini16 Apr 2025 · OpenAI14.28%Introducing OpenAI o3 and o4-miniCorroborated The same number is printed in 2 other lab documents: 1 2high reasoning effortOur capture
Qwen3-VL-235B-A22B-Thinking23 Sep 2025 · Alibaba13.6%Qwen3-VL: Sharper Vision, Deeper Thought, Broader ActionChecked A person checked this number against its source on 20 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.thinking model; full or text-only set not statedSource image
o3-mini31 Jan 2025 · OpenAI13.40%Introducing OpenAI o3 and o4-miniCorroborated The same number is printed in 1 other lab document: 1high reasoning effort; reported laterOur capture
Gemini 2.5 Flash17 Apr 2025 · Google12.1%Developers can now start building with Gemini 2.5 Flash.Corroborated The same number is printed in 1 other lab document: 1thinking; pass@1Source image
Nemotron 3 Nano 30B-A3B15 Dec 2025 · NVIDIA10.2%nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8 model card (launch-day revision)Corroborated The same number is printed in 1 other lab document: 1Our capture
Nemotron 3 Nano 30B-A3B15 Dec 2025 · NVIDIA10.57%Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic ReasoningCorroborated The same number is printed in 1 other lab document: 1another report, not chartedOur capture
GPT-5 nano7 Aug 2025 · OpenAI8.7%Introducing GPT-5 for developersChecked A person checked this number against its source on 7 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.high reasoning effort; reported laterOur capture
Gemini 2.5 Flash-Lite17 Jun 2025 · Google6.9%We’re expanding our Gemini 2.5 family of modelsChecked A person checked this number against its source on 26 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.thinking; pass@1Source image
Gemini 2.5 Flash-Lite17 Jun 2025 · Google5.1%We’re expanding our Gemini 2.5 family of modelsChecked A person checked this number against its source on 26 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.non-thinking; pass@1; another report, not chartedSource image

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