LLM Benchmarks — Scores, Methodology & Live Rankings

What each benchmark measures, how models score, and the current rankings

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Most tested benchmarks

Ranked by how many models have tracked scores — open a benchmark for its full live ranking.

GPQA Diamond 80 models tested · latest result 07.11.2026 94.3% Humanity's Last Exam 71 models tested · latest result 07.11.2026 54.9% HLE (with tools) 49 models tested · latest result 07.11.2026 70% LiveCodeBench v6 49 models tested · latest result 21.10.2026 93.5% AIME 26 45 models tested · latest result 24.10.2026 99.2% HMMT Feb 26 44 models tested · latest result 21.10.2026 97.7% IMOAnswerBench 30 models tested · latest result 23.08.2026 93% AIME 2025 24 models tested · latest result 03.10.2026 100% OJBench 22 models tested · latest result 23.08.2026 70.7% CritPt (no tools) 21 models tested · latest result 28.08.2026 32.3%

IMOAnswerBench

STEM & Reasoning

IMOAnswerBench - International Mathematical Olympiad answer evaluation benchmark.

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AIME 26

STEM & Reasoning

AIME 26 - American Invitational Mathematics Examination 2026 (I & II).

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HMMT Feb 26

STEM & Reasoning

HMMT Feb 26 - Harvard-MIT Mathematics Tournament February 2026.

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HMMT Nov 25

STEM & Reasoning

HMMT Nov 25 - Harvard-MIT Mathematics Tournament November 2025.

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Humanity's Last Exam

STEM & Reasoning

HLE - Humanity's Last Exam - extremely difficult expert-level questions across domains.

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LiveCodeBench v6

STEM & Reasoning

LiveCodeBench v6 - competitive programming evaluation with latest problems.

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HMMT Feb 25

STEM & Reasoning

HMMT Feb 25 - Harvard-MIT Mathematics Tournament February 2025.

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IOI 2025

STEM & Reasoning

IOI 2025 - International Olympiad in Informatics 2025 competitive programming score.

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IMOAnswerBench (with tools)

STEM & Reasoning

IMOAnswerBench - with tools variant. International Mathematical Olympiad answer evaluation benchmark with tool use.

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CritPt (no tools)

STEM & Reasoning

CritPt - critical point identification benchmark, no tools variant.

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HLE (with tools)

STEM & Reasoning

HLE (with tools) - Humanity's Last Exam with tool use variant.

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SciCode (subtask)

STEM & Reasoning

SciCode (subtask) - scientific code generation benchmark, subtask-level scoring.

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Apex-Shortlist (no tools)

STEM & Reasoning

Apex-Shortlist - no tools variant. Competitive math benchmark without tool use.

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Apex-Shortlist (with tools)

STEM & Reasoning

Apex-Shortlist - with tools variant. Competitive math benchmark with tool use.

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AIME 2025 (with tools)

STEM & Reasoning

AIME 2025 (with tools) - American Invitational Mathematics Examination 2025 with tool use variant.

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OJBench

STEM & Reasoning

OJBench - competitive programming and reasoning benchmark.

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IMO 2025

STEM & Reasoning

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USAMO 2026

STEM & Reasoning

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CodeForces

STEM & Reasoning

CodeForces - competitive programming rating evaluated on custom query set.

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HLE with search

STEM & Reasoning

HLE with search - Humanity's Last Exam with web search access variant.

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BigBench Extra Hard

STEM & Reasoning

BigBench Extra Hard - extended and more challenging version of BigBench.

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AIME 2024 (with tools)

STEM & Reasoning

AIME 2024 (with tools) - American Invitational Mathematics Examination 2024 with tool use variant.

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AIME 2025

STEM & Reasoning

AIME 2025 (American Invitational Mathematics Examination) - math competition problems evaluated pass@1 without tools.

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AIME 2024

STEM & Reasoning

AIME 2024 (American Invitational Mathematics Examination) - math competition problems evaluated pass@1 without tools.

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GPQA Diamond (with tools)

STEM & Reasoning

GPQA Diamond (with tools) - Google-Proof Q&A benchmark for graduate-level scientific reasoning with tool use variant.

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CodeForces (with tools)

STEM & Reasoning

CodeForces (with tools) - competitive programming rating evaluated with terminal tool access similar to Codex CLI.

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SUPERChem

STEM & Reasoning

Chemistry reasoning benchmark reported in the Tencent Hy4 preview model card appendix.

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ArXivMath

STEM & Reasoning

Math reasoning benchmark over arXiv-style problems, reported in the Tencent Hy4 preview model card appendix.

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BrokenArXiv

STEM & Reasoning

Math reasoning benchmark reported in the Tencent Hy4 preview model card appendix.

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LCB-Pro 25Q2 (Easy)

STEM & Reasoning

LiveCodeBench Pro 25Q2 (Easy) - competitive programming evaluation, easy difficulty subset of LCB-Pro 2025 Q2.

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LCB-Pro 25Q2 (Medium)

STEM & Reasoning

LiveCodeBench Pro 25Q2 (Medium) - competitive programming evaluation, medium difficulty subset of LCB-Pro 2025 Q2.

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MathArena Apex 2025

STEM & Reasoning

MathArena Apex 2025 - hardest math contest problems of the 2025 MathArena set.

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HorizonMath (pass@4)

STEM & Reasoning

HorizonMath - long-horizon math reasoning, pass@4 protocol, reported in the Tencent Hy4 preview model card appendix.

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CLadder

STEM & Reasoning

CLadder: causal reasoning benchmark based on structural causal models, scored as accuracy on a 0-100 scale in Cloudflare's internal Decision Index 0.2.1 suite.

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Overall (EN)

STEM & Reasoning

Kolibri card composite 'Overall (EN)': unweighted mean of the English category averages (Knowledge, Math, Agentic, Code, Instruction Following, Grounding/Hal...

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Overall (DE)

STEM & Reasoning

Kolibri card composite 'Overall (DE)': unweighted mean of the German category averages (Knowledge, Math, Agentic Retrieval, Industry RAG). Evaluation via Ale...

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GPQA Diamond (DE)

STEM & Reasoning

Aleph Alpha's official German translation of GPQA Diamond, evaluated with the AA eval-framework (same setup as EN GPQA Diamond on the Kolibri card).

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Humanity's Last Exam (DE)

STEM & Reasoning

Aleph Alpha's official German translation of Humanity's Last Exam, evaluated with the AA eval-framework (same setup as EN HLE on the Kolibri card).

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AIME 2025 (DE)

STEM & Reasoning

Aleph Alpha's official German translation of AIME 2025, evaluated with the AA eval-framework (pass@1, no tools; same setup as EN AIME 2025 on the Kolibri card).

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AIME 2026 (DE)

STEM & Reasoning

Aleph Alpha's official German translation of AIME 2026, evaluated with the AA eval-framework (pass@1, no tools; same setup as EN AIME 2026 on the Kolibri card).

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HLE-Diamond (no tools)

STEM & Reasoning

Humanity's Last Exam (Diamond subset) evaluated without tool access, reported on the Muse Spark Open model card (xhigh reasoning effort, temperature 1.0, top...

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LiveCodeBench Pro 25Q2

STEM & Reasoning

LiveCodeBench Pro 2025 Q2 aggregate over all difficulty splits. As evaluated on the LFM3-1.7B card: vLLM BF16 at full 262,144-token context, temperature 0.6,...

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LogicVista

STEM & Reasoning

LogicVista as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Math & logical reasoning category, with-thinking column. Multimodal...

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GPQA Diamond

STEM & Reasoning

GPQA Diamond - Google-Proof Q&A benchmark for graduate-level scientific reasoning.

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BioMysteryBench

STEM & Reasoning

Biology research-agent benchmark (99-task initial release); per model card footnote evaluated with Claude Code harness, judged by Kimi-K3.

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