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 26.3 #76 of 339
Knowledge 6
AA OmniscienceAccuracy Measures correct answers on the AA Omniscience factual knowledge test AA 53.4% #14 of 323+1 versions & slices Hallucination Rate Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 93% #287 of 323
AA Omniscience Index Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA 10.1 #43 of 323
IFBench (instructions) Checks whether the model follows precise formatting and content instructions AA 78% #9 of 248
SimpleQA Verifiedv1 Accuracy on short factual questions with verified answers, answered without web access 66.8% #10 of 84
Mystery Game Puzzles Models choose the best move in puzzle positions from an undisclosed game Epoch 26% #29 of 65
Reasoning 5
ARC-AGI-1public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 88.3% #36 of 64+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 84.7% #37 of 67
ARC-AGI-2public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 34% #37 of 66+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 33.6% #40 of 69
Chess Puzzles Models choose the best next move from a novel chess position Epoch 39% #31 of 69
Math 23
MathArenaAIME 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 96.7% #6 of 24+18 versions & slices HMMT February 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 89.4% #13 of 24AIME 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 97.5% #2 of 30Apex Answer accuracy on the named mathematics competition under the recorded effort MathArena 15.6% #14 of 34Apex Shortlist Answer accuracy on the named mathematics competition under the recorded effort MathArena 68.6% #15 of 30ArXivMath · December 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 43.4% #5 of 13ArXivMath · January 2026 Answer accuracy on the named mathematics competition under the recorded effort MathArena 58.2% #10 of 18BRUMO 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 100% #1 of 24CMIMC 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 90% #7 of 22Project Euler Answer accuracy on the named mathematics competition under the recorded effort MathArena 61.8% #6 of 11HMMT February 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 97.5% #2 of 30HMMT November 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 93.3% #3 of 14Kangaroo 2025 1-2 Answer accuracy on the named mathematics competition under the recorded effort MathArena 87.5% #4 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 66.7% #8 of 17Kangaroo 2025 5-6 Answer accuracy on the named mathematics competition under the recorded effort MathArena 77.5% #7 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 98.3% #7 of 16SMT 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 92.9% #2 of 24
FrontierMath Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 35.6% #10 of 40
FrontierMath Tier4 Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 4.2% #16 of 33
FrontierMath Tier 4 (v2) Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 17.1% #43 of 55
FrontierMath Tiers 1–3 (v2) Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 51.2% #46 of 70
Science 2
Humanity's Last Exam Very hard expert questions across many fields, written to stump today’s models AA 36.6% #60 of 339
CritPt (physics) Research-level physics problems that need many careful reasoning steps AA 8.6% #68 of 326
Coding 5
WebDev Arena Human pairwise preferences in the stated webdev vote pool Arena 1,440 #54 of 97+2 versions & slices October 23, 2026 Human pairwise preferences in the stated webdev vote pool Arena 1,440 #55 of 98October 19, 2026 Human pairwise preferences in the stated webdev vote pool Arena 1,440 #54 of 97
DeepSWE1 Agents change repository code to resolve software engineering tasks under the stated DeepSWE edition Datacurve 5.1% #17 of 20
Terminal-Bench Hard Agents solve difficult software, system-administration and data-processing tasks in a terminal AA 38.6% #35 of 242
Agents 5
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 64% #10 of 16
APEX-Agents Agents complete long-horizon professional-services tasks across realistic applications AA 27.7% #15 of 29
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 27.3% #13 of 21
MCP-Atlasfull 1000 Tool orchestration across MCP servers on the stated task split Scale 62% #10 of 16
τ³-BankingAA Agents retrieve banking knowledge and execute tools to resolve customer-support workflows AA 20.8% #53 of 134
Multimodal 2
MMMU-Pro (vision) College-level questions that require understanding images: charts, diagrams, photos AA 79.9% #21 of 128
Arena Vision Human pairwise preferences in the stated vision vote pool Arena 1,285 #21 of 88
Writing 29
Arena Textcreative writing · October 22, 2026 Human pairwise preferences in the stated text vote pool Arena 1,457 #18 of 197+27 versions & slices creative writing Human pairwise preferences in the stated text vote pool Arena 1,457 #20 of 195overall Human pairwise preferences in the stated text vote pool Arena 1,473 #30 of 196Chinese Human pairwise preferences in the stated text vote pool Arena 1,510 #28 of 198English Human pairwise preferences in the stated text vote pool Arena 1,467 #30 of 205French Human pairwise preferences in the stated text vote pool Arena 1,477 #28 of 164German Human pairwise preferences in the stated text vote pool Arena 1,497 #7 of 167instruction following Human pairwise preferences in the stated text vote pool Arena 1,437 #47 of 205Japanese Human pairwise preferences in the stated text vote pool Arena 1,490 #9 of 152Korean Human pairwise preferences in the stated text vote pool Arena 1,443 #17 of 156non-English Human pairwise preferences in the stated text vote pool Arena 1,458 #24 of 205Polish Human pairwise preferences in the stated text vote pool Arena 1,494 #8 of 142Russian Human pairwise preferences in the stated text vote pool Arena 1,480 #18 of 203Spanish Human pairwise preferences in the stated text vote pool Arena 1,469 #20 of 168overall · October 15, 2026 Human pairwise preferences in the stated text vote pool Arena 1,466 #26 of 188creative writing · October 15, 2026 Human pairwise preferences in the stated text vote pool Arena 1,457 #17 of 187overall · October 22, 2026 Human pairwise preferences in the stated text vote pool Arena 1,466 #26 of 198Chinese · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,477 #1 of 1English · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,441 #1 of 1French · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,445 #1 of 1German · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,466 #1 of 1instruction following · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,414 #1 of 1Japanese · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,425 #1 of 1Korean · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,418 #1 of 1non-English · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,438 #1 of 1Polish · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,468 #1 of 1Russian · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,454 #1 of 1Spanish · minimal effort Human pairwise preferences in the stated text vote pool Arena 1,427 #1 of 1
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 55.7% #61 of 96
Health & law 5
MLCR-AA Models synthesize long medical records; the headline credits concise answers judged both accurate and complete AA 11.1% #51 of 103
Vals LegalBench Legal reasoning and legal-language understanding on LegalBench Vals 86.9% #8 of 89
Vals MedCode Medical coding accuracy on patient encounters Vals 55.9% #5 of 78
Vals MedScribe Accuracy of clinical notes produced from consultation transcripts Vals 69.9% #70 of 80
Vals Legal Research Bench Grounded legal research; a task passes only if all criteria pass Vals 18.3% #53 of 73
Documents 3
AA-LCR (long context)1.1 Questions that need reading and connecting facts across very long documents (around 100K tokens) AA 78% #70 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 92.6% #13 of 22
Arena Document Human pairwise preferences in the stated document vote pool Arena 1,413 #31 of 33
Legacy · saturated or no longer reported 20
SWE-bench Pro (public) Agents resolve long-horizon professional repository tasks; public and private splits are separate 34.6% #12 of 19
AIME2025 · AA archived AA evaluates the 30 integer-answer problems from the 2025 AIME mathematics competition AA 97% #2 of 140
LiveCodeBenchAA archived AA evaluates solutions to newly collected competitive-programming problems AA 90.8% #1 of 153
GPQA Diamond Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 89.8% #36 of 315+1 versions & slices Epoch Models answer graduate-level science multiple-choice questions Epoch 89.4% #38 of 134
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 82.5% #3 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 83.5% #4 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 76.8% #4 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 91.2% #3 of 6AA Tests service agents that use tools while coordinating with a simulated user AA 80.4% #80 of 245
Video-MME2 · without subtitles/audio Grouped non-linear question scoring for video understanding; this is distinct from mean question accuracy Video-MME 32.9% #1 of 18+1 versions & slices 2 · with subtitles/audio Grouped non-linear question scoring for video understanding; this is distinct from mean question accuracy Video-MME 42.5% #1 of 18
OTIS Mock AIME 20242025 Models solve the stated OTIS mock AIME mathematics problems Epoch 95.6% #33 of 131
SWE-bench VerifiedEpoch Swe Bench Verified: Agents modify real repositories to resolve the stated Verified issues Epoch 75.4% #10 of 24
SWE-rebenchall · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 53% #1 of 2+5 versions & slices Go · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 0% #1 of 2Java · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 0% #1 of 2Python · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 53% #1 of 2Rust · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 0% #1 of 2TypeScript · December 1, 2025 to March 1, 2026 Repository issue resolution over the exact fresh pull-request window, under the source agent version Nebius 0% #1 of 2
No benchmark matches
CheaperGLM 4.7thinkingOpen-2%-11%$0.60 / $2.20Context: 1M → 203K+2
BetterGPT-5.2xhigh+2%+328%$1.75 / $14Context: 1M → 400K
OpenDeepSeek V3.2 Specialethinkingsame——Context: 1M → 128K+2
CheaperKimi K2 ThinkingthinkingOpen-2%-24%$0.47 / $2Context: 1M → 256K+2
CheaperNova 2.0 Litehigh-3%-24%$0.30 / $2.50No strict JSON
Nemotron 3 Nano 30B A3BthinkingOpen-6%-91%$0.017Context: 1M → 131K+2