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 15.4 #143 of 337
Knowledge 5
AA OmniscienceAccuracy Measures correct answers on the AA Omniscience factual knowledge test AA 14.4% #243 of 321+1 versions & slices Hallucination Rate Measures how often attempted answers are incorrect on the AA Omniscience factual knowledge test AA 25.7% #22 of 321
AA Omniscience Index Scores factual knowledge while penalizing incorrect answers to encourage admitting uncertainty AA -7.6 #86 of 321
IFBench (instructions) Checks whether the model follows precise formatting and content instructions AA 42% #143 of 248
SimpleQA Verifiedv1 Accuracy on short factual questions with verified answers, answered without web access 13.2% #72 of 83
Reasoning 4
ARC-AGI-1public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 62.9% #46 of 61+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 47.7% #51 of 64
ARC-AGI-2public evaluation Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 5.1% #47 of 63+1 versions & slices semi-private Models infer transformations from examples and solve unseen grid puzzles; the evaluation split is explicit ARC 4% #54 of 66
Math 3
AA Analyst Agent Data-analyst tasks: the model explores data with tools and reports findings AA 15% #35 of 43
FrontierMath Models solve expert-written advanced mathematics problems on the named tier and edition Epoch 4.1% #33 of 40
MATH Level5 Models solve competition mathematics problems from the hardest MATH difficulty level Epoch 86.9% #8 of 35
Science 3
Humanity's Last Exam Very hard expert questions across many fields, written to stump today’s models AA 4.2% #302 of 337
CritPt (physics) Research-level physics problems that need many careful reasoning steps AA 0% #180 of 324
SciCode Writing code for real scientific computing problems (physics, biology, math) AA 42.2% #85 of 140
Coding 8
Terminal-Bench4.0 Agents use a terminal to complete executable coding, system administration and research tasks in the 4.0 suite 0% #75 of 132+1 versions & slices 2.1 Older, easier version of Terminal-Bench; Still widely reported AA 44.2% #78 of 156
ITBench SRE IT incident tasks: diagnose and fix broken systems like a site-reliability engineer AA 27.3% #31 of 37
WebDev Arena Human pairwise preferences in the stated webdev vote pool Arena 1,330 #84 of 97+1 versions & slices full cohort Human pairwise preferences in the stated webdev vote pool Arena 1,330 #84 of 97
SWE-bench Pro (v2 hard) Agents resolve repository issues under the network-locked v2 protocol; full and 51-task Hard results are separate Scale 25.5% #16 of 16
DeepSWE1 Agents change repository code to resolve software engineering tasks under the stated DeepSWE edition Datacurve 0.2% #19 of 20
Terminal-Bench Hard Agents solve difficult software, system-administration and data-processing tasks in a terminal AA 27.3% #67 of 242
Agents 7
AutomationBench-AA Agents orchestrate SaaS workflows through APIs; objectives receive credit only when the task has no guardrail violation AA 3.2% #90 of 133
AA-Briefcase1.1 · Elo Agents produce professional deliverables; blind pairwise comparisons produce the source Elo rating AA 616 #90 of 140
EnterpriseOps-Gym-AA Agents complete stateful enterprise workflows in eight domains; final database state determines success AA 29.4% #35 of 43
GDPval-AA (work tasks)2.1 Real work tasks from many professions (reports, spreadsheets, analyses), graded against expert work AA 11.6 #108 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 41.2% #16 of 16
MCP-Atlasfull 1000 Tool orchestration across MCP servers on the stated task split Scale 40.2% #16 of 16
τ³-BankingAA Agents retrieve banking knowledge and execute tools to resolve customer-support workflows AA 9.3% #95 of 134
Multimodal 1
MMMU-Pro (vision) College-level questions that require understanding images: charts, diagrams, photos AA 55.1% #107 of 127
Writing 16
Arena Textcreative writing Human pairwise preferences in the stated text vote pool Arena 1,388 #80 of 195+14 versions & slices overall Human pairwise preferences in the stated text vote pool Arena 1,414 #88 of 196Chinese Human pairwise preferences in the stated text vote pool Arena 1,418 #98 of 181English Human pairwise preferences in the stated text vote pool Arena 1,414 #88 of 188French Human pairwise preferences in the stated text vote pool Arena 1,409 #85 of 149German Human pairwise preferences in the stated text vote pool Arena 1,374 #83 of 154instruction following Human pairwise preferences in the stated text vote pool Arena 1,414 #68 of 188Japanese Human pairwise preferences in the stated text vote pool Arena 1,338 #74 of 138Korean Human pairwise preferences in the stated text vote pool Arena 1,346 #79 of 144non-English Human pairwise preferences in the stated text vote pool Arena 1,377 #97 of 188Polish Human pairwise preferences in the stated text vote pool Arena 1,342 #97 of 133Russian Human pairwise preferences in the stated text vote pool Arena 1,381 #93 of 186Spanish Human pairwise preferences in the stated text vote pool Arena 1,421 #71 of 155overall · full cohort Human pairwise preferences in the stated text vote pool Arena 1,397 #94 of 188creative writing · full cohort Human pairwise preferences in the stated text vote pool Arena 1,371 #82 of 187
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 65% #47 of 95
Health & law 5
MLCR-AA Models synthesize long medical records; the headline credits concise answers judged both accurate and complete AA 4.4% #50 of 64
Vals LegalBench Legal reasoning and legal-language understanding on LegalBench Vals 81.2% #60 of 89
Vals MedCode Medical coding accuracy on patient encounters Vals 32.7% #66 of 78
Vals MedScribe Accuracy of clinical notes produced from consultation transcripts Vals 85.2% #28 of 80
Vals Legal Research Bench Grounded legal research; a task passes only if all criteria pass Vals 10.6% #60 of 69
Documents 3
AA-LCR (long context)1.1 Questions that need reading and connecting facts across very long documents (around 100K tokens) AA 49.7% #179 of 275
GDP.pdfAA all-pass Models reason over professional PDF documents; an attempt passes only when every atomic criterion passes 3.8% #94 of 133
Arena Document Human pairwise preferences in the stated document vote pool Arena 1,420 #29 of 33
Legacy · saturated or no longer reported 9
AIME2025 · AA archived AA evaluates the 30 integer-answer problems from the 2025 AIME mathematics competition AA 39% #97 of 140
LiveCodeBenchAA archived AA evaluates solutions to newly collected competitive-programming problems AA 51.1% #89 of 153
GPQA Diamond Graduate-level biology, chemistry and physics questions that can’t be solved by a quick web search 64.6% #213 of 315+1 versions & slices Epoch Models answer graduate-level science multiple-choice questions Epoch 60.5% #94 of 133
BFCLv4 Tests function calling, multi-turn interactions, search and memory in the v4 suite Berkeley 68.7% #3 of 39+1 versions & slices v4 · prompt mode Tests function calling, multi-turn interactions, search and memory in the v4 suite Berkeley 25.3% #14 of 16
SWE-bench Pro (public) Agents resolve long-horizon professional repository tasks; public and private splits are separate 39.5% #10 of 19
OTIS Mock AIME 20242025 Models solve the stated OTIS mock AIME mathematics problems Epoch 35.8% #99 of 130
τ²-benchAA Tests service agents that use tools while coordinating with a simulated user AA 32.5% #144 of 245
No benchmark matches
CheaperMiMo v2.6 ProthinkingOpen×3-73%$0.13Pass back reasoning_content+3
BetterGPT-6 Lunalow+40%-90%$0.005Function calling only with none · Chat Completions+3
CheaperDeepSeek V4.1 Flash 1017maxOpen×2.9-74%$0.26Pass back reasoning_content · Chat Completions+4
CheaperStep 5 PreviewthinkingOpen×2.8-29%$1.03web_search not available · Chat Completions+2
MiniMax M3.1 Flashthinking×2.8-87%$0.22Complete model response must be appended
GLM 5.3maxOpen×2.9+7%$2.01No image input+4
Kimi K3maxOpen×2.8+200%$2.00Sampling parameters are fixed+3