Frontier Log

Benchmark · Active

Humanity's Last Exam

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

020406080Apr 2025Jul 2025Oct 2025Jan 2026Apr 2026Jul 2026Oct 202663.9%DeepSeek-V4.1-Flash53.5%Qwen3.7-Max52.1%GPT-5.445.5%GPT-5.231.6%GPT-5 mini24.90%OpenAI o3020406080Jul 2025Jan 2026Jul 202663.9%DeepSeek-V4.1-Flash53.5%Qwen3.7-Max49.8%Qwen3-Max-Thinking42.7%GPT-5.131.6%GPT-5 mini

Results

ModelScoreSource
DeepSeek-V4.1-Flash10 Sep 2026 · DeepSeek63.9%DeepSeek-V4.1-Flash: Smarter, Faster, More EfficientCorroborated The same number is printed in 2 other lab documents: 1 2Source image
GLM-5.314 Aug 2026 · Z.ai62.5%GLM-5.3: Frontier Coding with Emergent Cyber 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: 1300,000-token context with context management; GPT-5.6 Luna judgeOur capture
DeepSeek-V4-Pro-081313 Aug 2026 · DeepSeek60.0%DeepSeek-V4-Pro GA ReleaseCorroborated The same number is printed in 2 other lab documents: 1 2Source image
GPT-6 Astra3 Sep 2026 · OpenAI57.2%GPT-6 Astra: A new generation of intelligenceChecked 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 2 other lab documents: 1 2Our capture
Qwen3.8-Max3 Aug 2026 · Alibaba56.2%Qwen3.8-Max: A New Bar for Coding and CoworkChecked 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: 1tools not statedOur capture
Qwen3.7-Max20 May 2026 · Alibaba53.5%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.Corroborated The same number is printed in 1 other lab document: 1Our capture
GPT-5.523 Apr 2026 · OpenAI52.2%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 · OpenAI52.1%Introducing GPT-5.4Checked 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 5 other lab documents. The first 3 are linked: 1 2 3Our capture
Qwen3.6-Plus2 Apr 2026 · Alibaba50.6%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.Corroborated The same number is printed in 1 other lab document: 1256K context with context foldingOur capture
Qwen3.6-Plus2 Apr 2026 · Alibaba50.2%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.reported later; another report, not chartedOur capture
Qwen3-Max-Thinking26 Jan 2026 · Alibaba49.8%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.with search, HLE-related websites blockedOur capture
Qwen3-Max-Thinking26 Jan 2026 · Alibaba58.3%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; with search; parallel test-time computeSource image
Qwen3.5-397B-A17B16 Feb 2026 · Alibaba48.3%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.search agent; context folding at 256K tokensOur capture
DeepSeek-V4-Pro24 Apr 2026 · DeepSeek48.2%DeepSeek V4 Preview ReleaseCorroborated The same number is printed in 1 other lab document: 1max reasoning effortSource image
Inkling15 Jul 2026 · Thinking Machines46.0%Inkling: Our Open-Weights ModelCorroborated The same number is printed in 2 other lab documents: 1 2effort 0.99; tools not statedOur capture
GPT-5.211 Dec 2025 · OpenAI45.5%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 7 other lab documents. The first 3 are linked: 1 2 3search and PythonOur capture
GLM-4.722 Dec 2025 · Z.ai42.8%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-5.112 Nov 2025 · OpenAI42.7%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: 1search and Python; reported laterOur capture
GPT-5.4 mini17 Mar 2026 · OpenAI41.5%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 effort; tools not namedOur capture
GPT-5.4 nano17 Mar 2026 · OpenAI37.7%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 effort; tools not namedOur capture
Nemotron 3 Ultra 550B-A55B4 Jun 2026 · NVIDIA37.4%Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic ReasoningCorroborated The same number is printed in 2 other lab documents: 1 2Our capture
GPT-5 mini7 Aug 2025 · OpenAI31.6%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; tools not named; reported laterOur capture
GLM-4.630 Sep 2025 · Z.ai30.4%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
OpenAI o316 Apr 2025 · OpenAI24.90%Introducing OpenAI o3 and o4-miniCorroborated The same number is printed in 2 other lab documents: 1 2high reasoning effort; Python and browsing; known cheating domains blocked; attempts a monitor flags count as wrongOur capture
Nemotron 3 Super 120B-A12B11 Mar 2026 · NVIDIA22.8%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 3Source image
gpt-oss-120b5 Aug 2025 · OpenAI19%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.tools not namedOur capture
o4-mini16 Apr 2025 · OpenAI17.70%Introducing OpenAI o3 and o4-miniChecked 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.high reasoning effort; Python and browsing; known cheating domains blocked; attempts a monitor flags count as wrongOur capture
Nemotron 3 Nano 30B-A3B15 Dec 2025 · NVIDIA15.5%nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-FP8 model card (launch-day revision)Corroborated The same number is printed in 2 other lab documents: 1 2Our capture

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