Benchmark Almanac

o1

o1 ranks first on 12 of the 113 benchmarks it has scores on.

OpenAI Released 17 Dec 2024 Family o1 The lab's model card
122
Benchmarks with a score
12
Ranked first, out of five or more models
22
In the top three
OpenAI Dec 2024

o1

Closed weights Flagship

141.8 #114 of 271
Epoch Capabilities Index
  • Humanity's Last Exam 7.96% #35 /47
  • ZeroBench 0% #64 /66
  • GPQA Diamond 76.8% #95 /219

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
MMLU-Pro 89.3% #3 of 212 Official leaderboard
MMLU 91.8% #2 of 127 Model card
SEAL Multilingual 1,134 #1 of 19 Official leaderboard
SEAL Precise Instruction Following 92.0 #1 of 18 Official leaderboard
ECLeKTic 38.7% #3 of 35 Official leaderboard
LLM Confabulation Leaderboard 11.7% #6 of 58 Official leaderboard
Fiction.LiveBench 83.3% #8 of 57 Epoch AI
SuperGPQA 60.2% #10 of 58 Official leaderboard
SimpleQA 47% #14 of 59 Model card
Arena-Hard v2.0 61% #6 of 23 Official leaderboard
MGSM 89.3% #14 of 52 Model card
BuzzBench 59.3 #7 of 23 Official leaderboard
LMArena (Elo) 1,402 #125 of 333 Official leaderboard
FACTS Grounding 78.8% #15 of 34 Official leaderboard
PersonQA 55% #5 of 9 Model card
SimpleQA Verified 41.1% #47 of 84 Epoch AI
SimpleQA Hallucination Rate 44% #7 of 12 Model card
Humanity's Last Exam 7.96% #35 of 47 Official leaderboard
Vectara Hallucination Leaderboard (HHEM) 2.40% #118 of 148 Official leaderboard
Lech Mazur Creative Writing 7.02 #36 of 44 Epoch AI

Math and science

BenchmarkScoreRankSource
U-MATH 86.8% #1 of 30 Official leaderboard
ZebraLogic 81% #2 of 46 Official leaderboard
MATH Level 5 94.7% #13 of 94 Epoch AI
PolyMath 38.9% #12 of 38 Official leaderboard
QuantBench 60% #1 of 3 Model card
MATH-500 96.4% #27 of 67 Model card
GPQA Diamond 76.8% #95 of 219 Epoch AI
OTIS Mock AIME 2024-2025 73.3% #93 of 202 Epoch AI
AIME 2024 79.2% #44 of 87 Model card
FrontierMath 9.31% #38 of 70 Epoch AI
DTBench 57.8% #106 of 178 Official leaderboard
AIME 2025 81.7% #33 of 53 Official leaderboard
SimpleBench 40.1% #68 of 100 Official leaderboard
PHYBench 18% #20 of 28 Official leaderboard
HMMT 2025 48.3% #39 of 53 Official leaderboard
ARC-AGI 30.7% #76 of 96 Epoch AI
FrontierMath Tiers 1-3 v2 14.7% #82 of 89 Epoch AI

Coding

BenchmarkScoreRankSource
BigCodeBench-Hard 35.5% #2 of 96 Official leaderboard
HumanEval-V 40.6% #1 of 24 Official leaderboard
Aider-Edit 84.2% #2 of 37 Official leaderboard
OpenAI Research Engineer Interview: Coding 100% #1 of 7 Model card
Aider Polyglot 61.7% #14 of 54 Epoch AI
SEAL Coding 1,083 #8 of 26 Official leaderboard
Multi-SWE-bench 6.43% #4 of 11 Official leaderboard
METR Time Horizon 42 min #12 of 31 Official leaderboard
LiveSQLBench 25.2% #17 of 36 Official leaderboard
WeirdML 46.1% #57 of 112 Official leaderboard
OpenAI Research Engineer Interview: Multiple Choice 78% #5 of 9 Model card
METR Time Horizon 1.1 39 min #15 of 26 Official leaderboard
MLE-bench 14% #12 of 18 Model card
SWE-bench Verified 48.9% #129 of 150 Model card
TasteVal 6.71× #18 of 20 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
ToolComp 70.1% #1 of 32 Official leaderboard
Step Race 4 #5 of 59 Official leaderboard
CRMArena 64.3% #1 of 9 Official leaderboard
Berkeley Function Calling Leaderboard (BFCL) 67.8% #10 of 67 Official leaderboard
tau-bench 63.9% #8 of 23 Model card
LLM Chess 280 #49 of 124 Official leaderboard
Galileo Agent Leaderboard 0.88 #15 of 31 Official leaderboard
Elimination Game 4 #31 of 56 Official leaderboard
GAIA 49.8% #32 of 57 Official leaderboard
Pencil Puzzle Bench 0% #31 of 53 Official leaderboard
Chess Puzzles 10% #74 of 83 Epoch AI

Professional work

BenchmarkScoreRankSource
MedXpertQA-MM 56.3% #1 of 9 Official leaderboard
CadEval 56% #4 of 15 Epoch AI
TaxEval v2 74.3% #38 of 129 Official leaderboard
LegalBench 80.4% #83 of 138 Official leaderboard
Vals Finance Agent v1 20.8% #33 of 47 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
MMVU 75.5% #1 of 28 Official leaderboard
MMMU 78.2% #11 of 136 Official leaderboard
CharXiv 55.1% #8 of 77 Official leaderboard
VisualPuzzles 51.8% #4 of 29 Official leaderboard
VHELM 71.6 #7 of 41 Official leaderboard
SpatialViz-Bench 41.4% #2 of 8 Epoch AI
GeoBench 80% #15 of 48 Official leaderboard
MATH-Vision (MathVision) 60.3% #35 of 105 Official leaderboard
VISTA 45.3% #27 of 54 Official leaderboard
EnigmaEval 5.65% #21 of 41 Epoch AI
MathVista 71% #39 of 64 Model card
Vision Arena 1,193 #83 of 136 Official leaderboard
VPCT 37% #22 of 28 Epoch AI
Drone-Bench 31.9% #17 of 19 Official leaderboard
ZeroBench 0% #64 of 66 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Multimodal Troubleshooting Virology 59% #1 of 26 Model card
BaxBench 48.2% #4 of 34 Official leaderboard
HELM Safety 97.6 #9 of 75 Official leaderboard
Standard Refusal Evaluation 100% #1 of 8 Model card
ChangeMyView 89.1% #1 of 5 Model card
AIR-Bench 2024 80% #23 of 82 Official leaderboard
Challenging Refusal Evaluation 92% #3 of 9 Model card
FORTRESS 19.4% #25 of 66 Official leaderboard
MakeMeSay 42% #4 of 9 Model card
SimpleSafetyTests 99% #34 of 75 Official leaderboard
MakeMePay 27% #3 of 6 Model card
Contextual Nuclear Knowledge 74% #2 of 4 Model card
Political Persuasion Parallel Generation 47.1% #2 of 4 Model card
Radiological and Nuclear Expert Knowledge 70% #2 of 4 Model card
WildChat (toxic conversations) 97.9% #2 of 4 Model card
CoT Deception Monitoring 0.17% #1 of 2 Model card
Red Teaming Network pairwise safety comparison 59.8% #1 of 2 Model card
Tacit Knowledge Brainstorm (Open-Ended) 51% #1 of 2 Model card
Virology Capabilities Test (VCT) 35.4% #4 of 7 Official leaderboard
Jailbreak Augmented Examples 100% #3 of 5 Model card
Anthropic Red Team 98.3% #50 of 75 Official leaderboard
BioLP-bench 33% #6 of 9 Model card
Capture the Flag (High School) 46% #6 of 9 Model card
XSTest 93.6% #11 of 16 Model card
StrongREJECT 72% #16 of 22 Model card
Capture the Flag (Professional) 13% #16 of 21 Model card
Capture the Flag (Collegiate) 13% #10 of 13 Model card
Tacit Knowledge and Troubleshooting 66% #24 of 29 Model card
ProtocolQA Open-Ended 24% #22 of 25 Model card
Human Sourced Jailbreaks 94% #8 of 8 Model card
Production Jailbreaks 99% #5 of 5 Model card
Image input safety evaluations 96.1% #2 of 2 Model card

Other

BenchmarkScoreRankSource
LiveBench 75.7% #5 of 48 Epoch AI
ACCoRD 64.2 #75 of 150 Official leaderboard
Conceptual Reasoning Index 37.8 #101 of 149 Official leaderboard
LMCA 22.3% #101 of 139 Epoch AI
CAIS Vision Capabilities Index 40.9 #43 of 53 Official leaderboard
CAIS Risk Index 64.0 #54 of 65 Official leaderboard
CAIS Text Capabilities Index 8.00 #63 of 66 Official leaderboard

OpenAI's models over time

OpenAI's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 75 100 125 150 175 2023 2024 2025 2026 2027 GPT-6.1 Terra GPT-6 Luna GPT-5.5 Instant GPT-5.4 Mini GPT-5.2 Pro GPT-5 GPT-5 nano 50 75 100 125 150 175 2023 2024 2025 2026 2027 GPT-6.1 Terra GPT-6 Luna

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Its system card

Every result in the longer documents the lab published with it. 45 of them aren't in the launch post.

Capabilities

AI R&D risk