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 22.9 #96 of 337
Knowledge 4
AA OmniscienceAccuracy AA Omniscience · Accuracy: Measures correct answers on the AA Omniscience factual knowledge test AA 39.5% #48 of 321+1 versions & slices Hallucination Rate AA Omniscience · Hallucination Rate: Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 83.2% #189 of 321
AA Omniscience Index AA Omniscience Index: Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA -10.9 #97 of 321
IFBench (instructions) IFBench (instructions): Checks whether the model follows precise formatting and content instructions AA 70.6% #48 of 248
Reasoning 4
ARC-AGI-1public evaluation ARC-AGI-1 · public-eval: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 65.9% #43 of 61+1 versions & slices semi-private ARC-AGI-1 · semi-private: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 65.7% #41 of 64
ARC-AGI-2public evaluation ARC-AGI-2 · public-eval: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 9.6% #42 of 63+1 versions & slices semi-private ARC-AGI-2 · semi-private: Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 9.9% #46 of 66
Math 15
MathArenaAIME 2025 MathArena · aime · AIME 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 95% #6 of 30+14 versions & slices Apex MathArena · apex · Apex: Answer accuracy on the named mathematics competition under the recorded effort MathArena 1% #25 of 34BRUMO 2025 MathArena · brumo · BRUMO 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 91.7% #12 of 24CMIMC 2025 MathArena · cmimc · CMIMC 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 88.8% #8 of 22Project Euler MathArena · euler · Project Euler: Answer accuracy on the named mathematics competition under the recorded effort MathArena 56.7% #9 of 11HMMT February 2025 MathArena · hmmt · HMMT Feb 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 88.3% #10 of 30HMMT November 2025 MathArena · hmmt · HMMT Nov 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 89.2% #7 of 14IMO 2025 MathArena · imo · IMO 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 38.1% #1 of 4Kangaroo 2025 1-2 MathArena · kangaroo · Kangaroo 2025 1-2: Answer accuracy on the named mathematics competition under the recorded effort MathArena 68.8% #11 of 17Kangaroo 2025 11-12 MathArena · kangaroo · Kangaroo 2025 11-12: Answer accuracy on the named mathematics competition under the recorded effort MathArena 95% #9 of 17Kangaroo 2025 3-4 MathArena · kangaroo · Kangaroo 2025 3-4: Answer accuracy on the named mathematics competition under the recorded effort MathArena 60.4% #14 of 17Kangaroo 2025 5-6 MathArena · kangaroo · Kangaroo 2025 5-6: Answer accuracy on the named mathematics competition under the recorded effort MathArena 65% #14 of 17Kangaroo 2025 7-8 MathArena · kangaroo · Kangaroo 2025 7-8: Answer accuracy on the named mathematics competition under the recorded effort MathArena 90.8% #5 of 16Kangaroo 2025 9-10 MathArena · kangaroo · Kangaroo 2025 9-10: Answer accuracy on the named mathematics competition under the recorded effort MathArena 92.5% #12 of 16SMT 2025 MathArena · smt · SMT 2025: Answer accuracy on the named mathematics competition under the recorded effort MathArena 92% #3 of 24
Science 2
Humanity's Last Exam Humanity's Last Exam: Very hard expert questions across many fields, written to stump today’s models AA 25.4% #99 of 337
CritPt (physics) CritPt (physics): Research-level physics problems that need many careful reasoning steps AA 0% #179 of 324
Coding 4
WebDev Arena WebDev Arena: Human pairwise preferences in the stated webdev vote pool Arena 1,418 #62 of 97+1 versions & slices full cohort WebDev Arena · snapshot 2026-10-19 · native board settings: Human pairwise preferences in the stated webdev vote pool Arena 1,418 #62 of 97
SWE-bench Pro (private) SWE-bench Pro (private): Agents resolve long-horizon professional repository tasks; public and private splits are separate Scale 14.9% #8 of 9
Terminal-Bench Hard Terminal-Bench Hard (version unstated): Agents solve difficult software, system-administration and data-processing tasks in a terminal AA 37.9% #36 of 242
Agents 2
GDPval-AA (work tasks)2.1 GDPval-AA (work tasks) 2.1: Real work tasks from many professions (reports, spreadsheets, analyses), graded against expert work AA 20.9 #90 of 175
τ³-BankingAA τ³-Banking · AA: Agents retrieve banking knowledge and execute tools to resolve customer-support workflows AA 22.1% #48 of 134
Multimodal 2
MMMU-Pro (vision) MMMU-Pro (vision): College-level questions that require understanding images: charts, diagrams, photos AA 74.3% #55 of 127
Arena Vision Arena Vision · overall: Human pairwise preferences in the stated vision vote pool Arena 1,208 #62 of 88
Writing 15
Arena Textcreative writing Arena Text · creative writing: Human pairwise preferences in the stated text vote pool Arena 1,372 #87 of 195+14 versions & slices overall Arena Text · overall: Human pairwise preferences in the stated text vote pool Arena 1,435 #70 of 196Chinese Arena Text · chinese: Human pairwise preferences in the stated text vote pool Arena 1,422 #95 of 181English Arena Text · english: Human pairwise preferences in the stated text vote pool Arena 1,409 #92 of 188French Arena Text · french: Human pairwise preferences in the stated text vote pool Arena 1,408 #87 of 149German Arena Text · german: Human pairwise preferences in the stated text vote pool Arena 1,416 #63 of 154instruction following Arena Text · instruction following: Human pairwise preferences in the stated text vote pool Arena 1,388 #88 of 188Japanese Arena Text · japanese: Human pairwise preferences in the stated text vote pool Arena 1,402 #43 of 138Korean Arena Text · korean: Human pairwise preferences in the stated text vote pool Arena 1,357 #74 of 144non-English Arena Text · non english: Human pairwise preferences in the stated text vote pool Arena 1,397 #84 of 188Polish Arena Text · polish: Human pairwise preferences in the stated text vote pool Arena 1,412 #62 of 133Russian Arena Text · russian: Human pairwise preferences in the stated text vote pool Arena 1,402 #79 of 186Spanish Arena Text · spanish: Human pairwise preferences in the stated text vote pool Arena 1,388 #94 of 155overall · full cohort Arena Text · overall · snapshot 2026-10-15 · native board settings: Human pairwise preferences in the stated text vote pool Arena 1,406 #87 of 188creative writing · full cohort Arena Text · creative writing · snapshot 2026-10-15 · native board settings: Human pairwise preferences in the stated text vote pool Arena 1,364 #86 of 187
Health & law 3
Vals LegalBench Vals LegalBench: Legal reasoning and legal-language understanding on LegalBench Vals 86% #14 of 89
Vals MedCode Vals MedCode: Medical coding accuracy on patient encounters Vals 49.6% #17 of 78
Vals MedScribe Vals MedScribe: Accuracy of clinical notes produced from consultation transcripts Vals 83.7% #38 of 80
Documents 1
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 76% #83 of 275
Legacy · saturated or no longer reported 13
SWE-bench Pro (public) SWE-bench Pro (public): Agents resolve long-horizon professional repository tasks; public and private splits are separate 41.8% #8 of 19
AIME2025 · AA archived AIME 2025 · AA archived: AA evaluates the 30 integer-answer problems from the 2025 AIME mathematics competition AA 91.7% #10 of 140
LiveCodeBenchAA archived LiveCodeBench · AA archived: AA evaluates solutions to newly collected competitive-programming problems AA 70.3% #44 of 153
GPQA Diamond GPQA Diamond: Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 84.2% #89 of 315
Aider Polyglottwo attempts Aider Polyglot · two attempts: Models edit code for 225 Exercism exercises in six languages, with a second attempt after test feedback Aider 86.7% #1 of 15
τ²-benchairline · 0.1.3 τ-bench official · 2-airline-0.1.3: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools 62.5% #3 of 8+4 versions & slices overall · 0.1.3 τ-bench official · 2-overall-0.1.3: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools 80% #3 of 7retail · 0.1.3 τ-bench official · 2-retail-0.1.3: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools 81.6% #2 of 8telecom · 0.1.3 τ-bench official · 2-telecom-0.1.3: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools 95.8% #3 of 7AA τ²-Bench: Tests service agents that use tools while coordinating with a simulated user AA 86.5% #57 of 245
Video-MME2 · without subtitles/audio Video-MME 2 · without subtitles/audio: Grouped non-linear question scoring for video understanding; this is distinct from mean question accuracy Video-MME 26.4% #4 of 18+1 versions & slices 2 · with subtitles/audio Video-MME 2 · with subtitles/audio: Grouped non-linear question scoring for video understanding; this is distinct from mean question accuracy Video-MME 37% #3 of 18
Terminal-Bench2.1 Terminal-Bench 2.1 · source setting 2: Older, easier version of Terminal-Bench; Still widely reported AA 35.2% #92 of 156
No benchmark matches
CheaperMuse Spark 1.3max×2.1-42%$1.60Only auto tool_choice is supported+5
OpenMiMo v2.6 Prothinking×2-84%$0.13Pass back reasoning_content+3
CheaperGrok 4.7xhigh×2-13%$3.74Reasoning cannot be disabled+4
CheaperQwen3.8 Max (0902)thinking+99%-13%$5.41
DeepSeek V4.1 Flash 1017maxOpen+97%-85%$0.26Pass back reasoning_content · Chat Completions+4
Claude Haiku 5.5low+29%-94%$0.024Remove sampling parameters+5
GLM 5.3maxOpen+96%-37%$2.01No image input+4
Step 5 PreviewthinkingOpen+91%-59%$1.03web_search not available · Chat Completions+2
Kimi K3maxOpen+91%+75%$2.00Sampling parameters are fixed+3