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 24.7 #87 of 337
Knowledge 5
AA OmniscienceAccuracy Measures correct answers on the AA Omniscience factual knowledge test AA 37.7% #54 of 321+1 versions & slices Hallucination Rate Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 51.9% #94 of 321
AA Omniscience Index Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA 5.4 #49 of 321
IFBench (instructions) Checks whether the model follows precise formatting and content instructions AA 72.9% #34 of 248
SimpleQA Verifiedv1 Accuracy on short factual questions with verified answers, answered without web access 34.9% #47 of 83
Reasoning 4
ARC-AGI-1public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 68.9% #41 of 61+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 57.7% #47 of 64
ARC-AGI-2public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 8.4% #42 of 63+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 6.5% #46 of 66
Math 16
MathArenaAIME 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 94.2% #7 of 30+15 versions & slices Apex Answer accuracy on the named mathematics competition under the recorded effort MathArena 1% #25 of 34Apex Shortlist Answer accuracy on the named mathematics competition under the recorded effort MathArena 55.9% #21 of 30BRUMO 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 93.3% #7 of 24CMIMC 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 94.4% #3 of 22Project Euler Answer accuracy on the named mathematics competition under the recorded effort MathArena 61.6% #7 of 11HMMT February 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 93.3% #5 of 30HMMT November 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 91.7% #5 of 14Kangaroo 2025 1-2 Answer accuracy on the named mathematics competition under the recorded effort MathArena 65.6% #12 of 17Kangaroo 2025 11-12 Answer accuracy on the named mathematics competition under the recorded effort MathArena 91.7% #10 of 17Kangaroo 2025 3-4 Answer accuracy on the named mathematics competition under the recorded effort MathArena 65.6% #10 of 17Kangaroo 2025 5-6 Answer accuracy on the named mathematics competition under the recorded effort MathArena 61.7% #16 of 17Kangaroo 2025 7-8 Answer accuracy on the named mathematics competition under the recorded effort MathArena 85.8% #13 of 16Kangaroo 2025 9-10 Answer accuracy on the named mathematics competition under the recorded effort MathArena 90.8% #15 of 16Putnam 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 48.3% #3 of 3SMT 2025 Answer accuracy on the named mathematics competition under the recorded effort MathArena 91% #4 of 24
Science 2
Humanity's Last Exam Very hard expert questions across many fields, written to stump today’s models AA 28.5% #88 of 337
CritPt (physics) Research-level physics problems that need many careful reasoning steps AA 4.9% #79 of 324
Coding 3
WebDev Arena Human pairwise preferences in the stated webdev vote pool Arena 1,396 #72 of 97+1 versions & slices full cohort Human pairwise preferences in the stated webdev vote pool Arena 1,396 #72 of 97
Terminal-Bench Hard Agents solve difficult software, system-administration and data-processing tasks in a terminal AA 45.5% #19 of 242
Agents 4
GDPval-AA (work tasks)2.1 Real work tasks from many professions (reports, spreadsheets, analyses), graded against expert work AA 16.3 #97 of 175
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 53.6% #14 of 16
MCP-Atlasfull 1000 Tool orchestration across MCP servers on the stated task split Scale 50.1% #14 of 16
τ³-BankingAA Agents retrieve banking knowledge and execute tools to resolve customer-support workflows AA 15.9% #66 of 134
Multimodal 3 Leads on 1
MMMU-Pro (vision) College-level questions that require understanding images: charts, diagrams, photos AA 75.5% #43 of 127
MMMUvalidation Image-grounded university-level questions across 30 disciplines; validation and test sets remain separate MMMU 85.4% #1 of 41
Arena Vision Human pairwise preferences in the stated vision vote pool Arena 1,250 #45 of 88
Writing 15
Arena Textcreative writing Human pairwise preferences in the stated text vote pool Arena 1,429 #46 of 195+14 versions & slices overall Human pairwise preferences in the stated text vote pool Arena 1,456 #43 of 196Chinese Human pairwise preferences in the stated text vote pool Arena 1,495 #43 of 181English Human pairwise preferences in the stated text vote pool Arena 1,451 #47 of 188French Human pairwise preferences in the stated text vote pool Arena 1,450 #56 of 149German Human pairwise preferences in the stated text vote pool Arena 1,438 #45 of 154instruction following Human pairwise preferences in the stated text vote pool Arena 1,443 #41 of 188Japanese Human pairwise preferences in the stated text vote pool Arena 1,453 #18 of 138Korean Human pairwise preferences in the stated text vote pool Arena 1,400 #41 of 144non-English Human pairwise preferences in the stated text vote pool Arena 1,431 #44 of 188Polish Human pairwise preferences in the stated text vote pool Arena 1,440 #35 of 133Russian Human pairwise preferences in the stated text vote pool Arena 1,435 #47 of 186Spanish Human pairwise preferences in the stated text vote pool Arena 1,433 #62 of 155overall · full cohort Human pairwise preferences in the stated text vote pool Arena 1,443 #45 of 188creative writing · full cohort Human pairwise preferences in the stated text vote pool Arena 1,427 #42 of 187
Health & law 3
Vals LegalBench Legal reasoning and legal-language understanding on LegalBench Vals 85.7% #16 of 89
Vals MedCode Medical coding accuracy on patient encounters Vals 52.7% #11 of 78
Vals MedScribe Accuracy of clinical notes produced from consultation transcripts Vals 88.1% #13 of 80
Documents 2
AA-LCR (long context)1.1 Questions that need reading and connecting facts across very long documents (around 100K tokens) AA 80% #42 of 275
Arena Document Human pairwise preferences in the stated document vote pool Arena 1,403 #33 of 33
Legacy · saturated or no longer reported 5
AIME2025 · AA archived AA evaluates the 30 integer-answer problems from the 2025 AIME mathematics competition AA 94% #9 of 140
LiveCodeBenchAA archived AA evaluates solutions to newly collected competitive-programming problems AA 86.8% #7 of 153
GPQA Diamond Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 87.3% #55 of 315
τ²-benchAA Tests service agents that use tools while coordinating with a simulated user AA 81.9% #74 of 245
Terminal-Bench2.1 Older, easier version of Terminal-Bench; Still widely reported AA 52.4% #66 of 156
No benchmark matches
CheaperMuse Spark 1.3max+94%-42%$1.60Only auto tool_choice is supported+5
OpenMiMo v2.6 Prothinking+87%-84%$0.13Pass back reasoning_content+3
CheaperGrok 4.7xhigh+88%-13%$3.74Reasoning cannot be disabled+4
CheaperQwen3.8 Max (0902)thinking+84%-13%$5.41
DeepSeek V4.1 Flash 1017maxOpen+82%-85%$0.26Pass back reasoning_content · Chat Completions+4
Claude Haiku 5.5low+19%-94%$0.024Remove sampling parameters+5
GLM 5.3maxOpen+81%-37%$2.01No image input+4
Step 5 PreviewthinkingOpen+77%-59%$1.03web_search not available · Chat Completions+2
Kimi K3maxOpen+76%+75%$2.00Sampling parameters are fixed+3