Benchmark By Score Rank
Overall 1
AA Intelligence Index4.3.2 Artificial Analysis combines tests of knowledge, reasoning, coding and tool use into one score AA 30.4 #57 of 339
Knowledge 5
AA OmniscienceAccuracy Measures correct answers on the AA Omniscience factual knowledge test AA 44.3% #37 of 323+1 versions & slices Hallucination Rate Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 61.6% #112 of 323
AA Omniscience Index Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA 0.3 #70 of 323
IFBench (instructions) Checks whether the model follows precise formatting and content instructions AA 75.4% #23 of 248
EQ-Bench3 Judge-rated responses to social and emotionally nuanced scenarios, scored through the source pairwise ranking EQ-Bench 1,544 #12 of 53
Reasoning 4
ARC-AGI-1public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 90.3% #33 of 64+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 78.7% #39 of 67
ARC-AGI-2public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 39.9% #33 of 66+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 43.3% #36 of 69
Math 21
MathArenaAIME 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 98.3% #4 of 24+20 versions & slices HMMT February 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 97% #3 of 24AIME 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 100% #1 of 30Apex Answer accuracy on the named mathematics competition under the recorded effort MathArena 13.5% #16 of 34Apex Shortlist Answer accuracy on the named mathematics competition under the recorded effort MathArena 79.3% #9 of 30ArXivMath · December 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 52.2% #4 of 13ArXivMath · February 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 37.5% #14 of 20ArXivMath · January 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 67.9% #7 of 18BrokenArXiv · February 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 25.8% #4 of 15BRUMO 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 98.3% #4 of 24CMIMC 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 95.6% #1 of 22Project Euler Answer accuracy on the named mathematics competition under the recorded effort MathArena 81.6% #4 of 11HMMT February 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 98.3% #1 of 30HMMT November 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 95.8% #1 of 14Kangaroo 2025 1-2 Answer accuracy on the named mathematics competition under the recorded effort MathArena 80.2% #8 of 17Kangaroo 2025 11-12 Answer accuracy on the named mathematics competition under the recorded effort MathArena 95.8% #7 of 17Kangaroo 2025 3-4 Answer accuracy on the named mathematics competition under the recorded effort MathArena 74% #5 of 17Kangaroo 2025 5-6 Answer accuracy on the named mathematics competition under the recorded effort MathArena 80% #6 of 17Kangaroo 2025 7-8 Answer accuracy on the named mathematics competition under the recorded effort MathArena 89.2% #8 of 16Kangaroo 2025 9-10 Answer accuracy on the named mathematics competition under the recorded effort MathArena 100% #1 of 16SMT 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 92% #2 of 24
Science 2
Humanity's Last Exam Very hard expert questions across many fields, written to stump today’s models AA 37.7% #55 of 339
CritPt (physics) Research-level physics problems that need many careful reasoning steps AA 11.6% #55 of 326
Coding 5
WebDev Arena Human pairwise preferences in the stated webdev vote pool Arena 1,417 #63 of 97+2 versions & slices October 23, 2026 Human pairwise preferences in the stated webdev vote pool Arena 1,417 #64 of 98October 19, 2026 Human pairwise preferences in the stated webdev vote pool Arena 1,417 #63 of 97
SWE-bench Pro (private) Agents resolve long-horizon professional repository tasks; public and private splits are separate Scale 23.8% #6 of 9
Terminal-Bench Hard Agents solve difficult software, system-administration and data-processing tasks in a terminal AA 47% #16 of 242
Agents 4
MCP-Atlas Public MCPAtlas Public: MCPAtlas Public as reported in this launch evaluation; the post is the authority for the recorded task and grading scope 71.8% #9 of 16
τ³-benchbanking · 1.0.1 τ-bench official · 3-banking-1.0.1: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools Sierra 32.2% #12 of 21
MCP-Atlasfull 1000 Tool orchestration across MCP servers on the stated task split Scale 67.6% #9 of 16
τ³-BankingAA Agents retrieve banking knowledge and execute tools to resolve customer-support workflows AA 11.1% #88 of 134
Multimodal 2
MMMU-Pro (vision) College-level questions that require understanding images: charts, diagrams, photos AA 74.6% #55 of 128
Arena Vision Human pairwise preferences in the stated vision vote pool Arena 1,246 #47 of 88
Writing 20
Arena Textcreative writing · October 22, 2026 Human pairwise preferences in the stated text vote pool Arena 1,376 #82 of 197+16 versions & slices creative writing Human pairwise preferences in the stated text vote pool Arena 1,386 #80 of 195overall Human pairwise preferences in the stated text vote pool Arena 1,437 #68 of 196Chinese Human pairwise preferences in the stated text vote pool Arena 1,447 #83 of 198English Human pairwise preferences in the stated text vote pool Arena 1,422 #84 of 205French Human pairwise preferences in the stated text vote pool Arena 1,454 #55 of 164German Human pairwise preferences in the stated text vote pool Arena 1,444 #42 of 167instruction following Human pairwise preferences in the stated text vote pool Arena 1,409 #75 of 205Japanese Human pairwise preferences in the stated text vote pool Arena 1,420 #37 of 152Korean Human pairwise preferences in the stated text vote pool Arena 1,370 #70 of 156non-English Human pairwise preferences in the stated text vote pool Arena 1,405 #76 of 205Polish Human pairwise preferences in the stated text vote pool Arena 1,423 #60 of 142Russian Human pairwise preferences in the stated text vote pool Arena 1,412 #74 of 203Spanish Human pairwise preferences in the stated text vote pool Arena 1,414 #79 of 168overall · October 15, 2026 Human pairwise preferences in the stated text vote pool Arena 1,416 #79 of 188creative writing · October 15, 2026 Human pairwise preferences in the stated text vote pool Arena 1,376 #79 of 187overall · October 22, 2026 Human pairwise preferences in the stated text vote pool Arena 1,416 #81 of 198
EQ-Bench Longform Creative Writing1.11 Longform Creative Writing 1.11: Models plan, revise and write a story across eight turns, graded with a writing rubric EQ-Bench 71.6% #36 of 96
EQ-Bench Creative Writingv3 Creative Writing v3 · Elo: Judge-rated creative writing under the v3 prompt set and pairwise ranking EQ-Bench 1,703 #32 of 94
Lech Mazur Short-Story Judges compare stories written to ten required elements; the comparison score can be negative Lech 0.3 #22 of 45
Health & law 3
Vals LegalBench Legal reasoning and legal-language understanding on LegalBench Vals 82.8% #50 of 89
Vals MedCode Medical coding accuracy on patient encounters Vals 49.8% #16 of 78
Vals MedScribe Accuracy of clinical notes produced from consultation transcripts Vals 84.4% #31 of 80
Documents 3
AA-LCR (long context)1.1 Questions that need reading and connecting facts across very long documents (around 100K tokens) AA 82.7% #22 of 317
OmniDocBenchv1.6 · full End-to-end document parsing, averaging text recognition, table structure and formula recognition under the stated full-set protocol OmniDocBench 86.6% #18 of 22
Arena Document Human pairwise preferences in the stated document vote pool Arena 1,405 #32 of 33
Legacy · saturated or no longer reported 9
SWE-bench Pro (public) Agents resolve long-horizon professional repository tasks; public and private splits are separate 29.9% #13 of 19
AIME2025 · AA archived AA evaluates the 30 integer-answer problems from the 2025 AIME mathematics competition AA 99% #1 of 140
LiveCodeBenchAA archived AA evaluates solutions to newly collected competitive-programming problems AA 89.4% #3 of 153
GPQA Diamond Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 90.3% #33 of 315
τ²-benchairline · 1.0.1 τ-bench official · 2-airline-1.0.1: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools Sierra 83% #2 of 6+4 versions & slices overall · 1.0.1 τ-bench official · 2-overall-1.0.1: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools Sierra 84.8% #3 of 6retail · 1.0.1 τ-bench official · 2-retail-1.0.1: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools Sierra 81.6% #2 of 6telecom · 1.0.1 τ-bench official · 2-telecom-1.0.1: Customer-service agents converse with simulated users, retrieve domain knowledge and change state through tools Sierra 89.7% #4 of 6AA Tests service agents that use tools while coordinating with a simulated user AA 84.8% #65 of 245
No benchmark matches
CheaperGemini 3.8 Flashhighwins 63%-69%*$3.49Sampling parameters are ignored+1
OpenKimi K3maxwins 61%+25%$2.00Sampling parameters are fixed+3
Muse Spark 1.3maxwins 56%-58%$3.69Only auto tool_choice is supported+5
GLM 5.2maxOpenwins 54%-55%$1.28No image input
DeepSeek V4 Pro 0813unstatedOpenwins 54%-59%$1.32 / $3.96No image input+5