Frontier Log

Benchmark · Active

Humanity's Last Exam

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

020406080Jul 2025Oct 2025Jan 2026Apr 2026Jul 2026Oct 202663.1%LongCat-2.546.01%Nemotron 3.5 Super VL 120B-A12B55.4%Hy4 preview54.7%GLM-5.252.3%GLM-5.150.4%GLM-544.9%Kimi K2 Thinking29.8%DeepSeek-V3.1020406080Jul 2025Jan 2026Jul 202663.1%LongCat-2.552.3%GLM-5.150.4%GLM-544.9%Kimi K2 Thinking29.8%DeepSeek-V3.1

Results

ModelScoreSource
LongCat-2.51 Nov 2026 · Meituan63.1%LongCat-2.5: Native Multimodality for Agentic TasksChecked A person checked this number against its source on 2 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.text-only subset; Claude Code harness; 256K output budgetOur capture
Hy4 preview28 Aug 2026 · Tencent55.4%Introducing Hy4 previewChecked A person checked this number against its source on 9 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.text-only subset; highest reasoning settingSource image
Hy4 preview28 Aug 2026 · Tencent57.3%Introducing Hy4Checked A person checked this number against its source on 8 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.re-evaluated at Hy4 launch; text-only subset; reported later; another report, not chartedSource image
GLM-5.216 Jun 2026 · Z.ai54.7%GLM-5.2: Built for Long-Horizon TasksChecked 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 2 other lab documents: 1 2text-only subset; 300,000-token context, no context managementOur capture
Hy36 Jul 2026 · Tencent53.2%Introducing Hy3Corroborated The same number is printed in 1 other lab document: 1text-only subset; highest reasoning settingSource image
Hy36 Jul 2026 · Tencent35.4%Introducing Hy3Corroborated The same number is printed in 1 other lab document: 1Hy3 preview, re-evaluated at Hy3 launch; text-only subset; highest reasoning setting; another report, not chartedSource image
Hy36 Jul 2026 · Tencent51.9%Introducing Hy4 previewChecked 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.re-evaluated at Hy4 preview launch; text-only subset; highest reasoning setting; reported later; another report, not chartedSource image
GLM-5.17 Apr 2026 · Z.ai52.3%GLM-5.1: Towards Long-Horizon TasksChecked 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: 1text-only subset; GPT-5.2 judge; 202,752-token contextOur capture
GLM-512 Feb 2026 · Z.ai50.4%GLM-5: From Vibe Coding to Agentic EngineeringChecked 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: 1text-only subset; GPT-5.2 judge; 202,752-token contextOur capture
Nemotron 3.5 Super VL 120B-A12B15 Oct 2026 · NVIDIA46.01%Nemotron 3.5 Super and Lightning: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Models for Agentic AIChecked 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.text-only subset; Python and web search; separate internal harnessOur capture
Kimi K2 Thinking6 Nov 2025 · Moonshot AI44.9%Introducing Kimi K2 ThinkingCorroborated The same number is printed in 1 other lab document: 1text-only subset; search, code and browsing tools; up to 120 steps; Hugging Face blocked; INT4 precisionOur capture
Kimi K2 Thinking6 Nov 2025 · Moonshot AI51.3%Introducing Kimi K2 ThinkingChecked 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.Hugging Face access not blocked, which may leak answers; text-only subset; another report, not charted
Kimi K2 Thinking6 Nov 2025 · Moonshot AI51.0%Introducing Kimi K2 ThinkingChecked 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.heavy mode: eight parallel trajectories aggregated into one answer; text-only subset; parallel test-time computeOur capture
DeepSeek-V3.121 Aug 2025 · DeepSeek29.8%DeepSeek-V3.1 ReleaseChecked 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 agentSource image
DeepSeek-R1-052828 May 2025 · DeepSeek24.8%DeepSeek-V3.1 ReleaseCorroborated The same number is printed in 1 other lab document: 1search agent; reported laterSource image

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