Benchmark By Score Rank
Overall 1
AA Intelligence Index4.3.2 AA Intelligence Index 4.3.2: Artificial Analysis combines tests of knowledge, reasoning, coding and tool use into one score AA 40.9 #28 of 334
Knowledge 18
Arena Text Arena Text · overall: Human pairwise preferences in the stated text vote pool Arena 1,496 #8 of 196+12 versions & slices English Arena Text · english: Human pairwise preferences in the stated text vote pool Arena 1,499 #8 of 188instruction following Arena Text · instruction following: Human pairwise preferences in the stated text vote pool Arena 1,491 #8 of 188non-English Arena Text · non english: Human pairwise preferences in the stated text vote pool Arena 1,491 #5 of 188overall · full cohort Arena Text · overall · snapshot 2026-10-15 · native board settings: Human pairwise preferences in the stated text vote pool Arena 1,499 #7 of 188Russian Arena Text · russian: Human pairwise preferences in the stated text vote pool Arena 1,514 #5 of 186Chinese Arena Text · chinese: Human pairwise preferences in the stated text vote pool Arena 1,551 #5 of 181Spanish Arena Text · spanish: Human pairwise preferences in the stated text vote pool Arena 1,486 #10 of 155German Arena Text · german: Human pairwise preferences in the stated text vote pool Arena 1,498 #6 of 154French Arena Text · french: Human pairwise preferences in the stated text vote pool Arena 1,492 #16 of 149Korean Arena Text · korean: Human pairwise preferences in the stated text vote pool Arena 1,462 #9 of 144Japanese Arena Text · japanese: Human pairwise preferences in the stated text vote pool Arena 1,506 #4 of 138Polish Arena Text · polish: Human pairwise preferences in the stated text vote pool Arena 1,498 #3 of 133
AA Omniscience Index AA Omniscience Index: Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA 29.6 #13 of 318
SimpleQA Verifiedv1 SimpleQA Verified v1: Accuracy on short factual questions with verified answers, answered without web access 69.7% #8 of 83
AA OmniscienceAccuracy AA Omniscience · Accuracy: Measures correct answers on the AA Omniscience factual knowledge test AA 54.6% #11 of 318+1 versions & slices Hallucination Rate AA Omniscience · Hallucination Rate: Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 55.2% #98 of 318
Mystery Game Puzzles Mystery Game Puzzles: Models choose the best move in puzzle positions from an undisclosed game Epoch 47% #13 of 64
Reasoning 6 Leads on 1
Chess Puzzles Chess Puzzles: Models choose the best next move from a novel chess position Epoch 58% #10 of 68
ARC-AGI-2semi-private ARC-AGI-2 · semi-private: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 89.2% #9 of 66+1 versions & slices public evaluation ARC-AGI-2 · public-eval: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 92.5% #9 of 63
ARC-AGI-1semi-private ARC-AGI-1 · semi-private: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 98.5% #1 of 64+1 versions & slices public evaluation ARC-AGI-1 · public-eval: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 98% #10 of 61
ARC-AGI-3semi-private ARC-AGI-3 · semi-private: Measures interactive game solving through relative human action efficiency ARC 10.4% #5 of 18
Math 14
FrontierMath Tiers 1–3 (v2) FrontierMath Tiers 1–3 (v2): Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 68.4% #26 of 69
FrontierMath Tier 4 (v2) FrontierMath Tier 4 (v2): Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 22% #38 of 54
MathArenaArXivMath · June 2026 MathArena · arxiv · 06/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 67.4% #15 of 24+10 versions & slices BrokenArXiv · June 2026 MathArena · arxiv_false · 06/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 20.8% #18 of 24ArXivMath · May 2026 MathArena · arxiv · 05/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 58.3% #12 of 19BrokenArXiv · May 2026 MathArena · arxiv_false · 05/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 19% #13 of 18ArXivMath · April 2026 MathArena · arxiv · 04/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 64.2% #6 of 17BrokenArXiv · April 2026 MathArena · arxiv_false · 04/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 33.6% #7 of 15ArXivMath · August 2026 MathArena · arxiv · 08/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 40.4% #9 of 12BrokenArXiv · August 2026 MathArena · arxiv_false · 08/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 27.4% #10 of 12ArXivLean · June 2026 MathArena · arxivlean · 06/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 19.6% #5 of 9ArXivMath · September 2026 MathArena · arxiv · 09/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 50% #4 of 7BrokenArXiv · September 2026 MathArena · arxiv_false · 09/2026: Answer accuracy on the named mathematics competition under the recorded effort MathArena 26.7% #7 of 7
FrontierMath Erdos FrontierMath Erdos: Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 0% #6 of 13
Science 3
Humanity's Last Exam Humanity's Last Exam: Very hard expert questions across many fields, written to stump today’s models AA 47.8% #17 of 334
CritPt (physics) CritPt (physics): Research-level physics problems that need many careful reasoning steps AA 18.3% #33 of 321
Vals Science Index Vals Science Index: Scientific problem solving across the index’s component evaluations Vals 35.8% #11 of 18
Health & law 5
Vals LegalBench Vals LegalBench: Legal reasoning and legal-language understanding on LegalBench Vals 87% #5 of 89
Vals MedScribe Vals MedScribe: Accuracy of clinical notes produced from consultation transcripts Vals 84.5% #30 of 80
Vals MedCode Vals MedCode: Medical coding accuracy on patient encounters Vals 48.1% #26 of 78
Vals Legal Research Bench Vals Legal Research Bench: Grounded legal research; a task passes only if all criteria pass Vals 38.9% #27 of 69
MLCR-AA MLCR-AA: Models synthesize long medical records; the headline credits concise answers judged both accurate and complete AA 21.7% #20 of 64
Documents 2
AA-LCR (long context)1.1 AA-LCR (long context) 1.1: Questions that need reading and connecting facts across very long documents (around 100K tokens) AA 81.3% #32 of 273
GDP.pdfAA all-pass GDP.pdf · AA all-pass: Models reason over professional PDF documents; an attempt passes only when every atomic criterion passes 21% #22 of 133
Legacy · saturated or no longer reported 3
GPQA Diamond GPQA Diamond: Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 95.3% #2 of 312+1 versions & slices Epoch GPQA Diamond · source setting 2: Models answer graduate-level science multiple-choice questions Epoch 95.4% #4 of 133
OTIS Mock AIME 20242025 OTIS Mock AIME 2024 2025: Models solve the stated OTIS mock AIME mathematics problems Epoch 98.9% #15 of 130
No benchmark matches
CheaperGPT-6.1 Solmax+6%-42%$0.72Remove unsupported parameters+5
OpenDeepSeek V4 Pro 0813max-24%-46%$0.67No image input+6
CheaperMuse Spark 1.2xhigh-13%-22%$0.97Only auto tool_choice is supported+1
Claude Opus 5.5max+4%+381%$5.98No forced tool use+5
Kimi K3maxOpen-27%+61%$2.00Sampling parameters are fixed+3
GLM 5.3maxOpen-41%+61%$2.01No image input+5
Qwen3 235B A22B Thinking 2507unstatedOpen-42%-50%$0.23 / $2.30Context: 1M → 262K+3TInklingxhighOpen-42%+15%$0.95 / $4.05Context: 1M → 256K+1