Benchmark Almanac

o1

o1 ranks first on 18 of the 145 benchmarks with five or more models scored.

OpenAI Released December 17th, 2024 Family o1 The lab's model card Compare with others
160
Benchmarks with a score
18
Ranked first, out of five or more models
36
In the top three
OpenAI Dec 2024

o1

Closed weights Flagship

141.2 #117 of 256
Epoch Capabilities Index
Self-Reported Index 137.4 #201 of 404
  • Humanity's Last Exam 7.96% #35 /47
  • ZeroBench 0% #75 /76
  • GPQA Diamond 76.8% #105 /229

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 131 Lab model card
AraGen 84.3% #1 of 42 Official leaderboard
SEAL Multilingual 1,134 #1 of 19 Official leaderboard
SEAL Precise Instruction Following 92.0 #1 of 18 Official leaderboard
AidanBench 3204.0 #1 of 13 Official leaderboard
ECLeKTic 38.7% #3 of 35 Official leaderboard
LLM Confabulation Leaderboard 11.7% #6 of 58 Official leaderboard
MARS-Bench 59.6% #2 of 15 Official leaderboard
Fiction.LiveBench 83.3% #8 of 57 Fiction.live leaderboard, via Epoch AI
SuperGPQA 60.2% #10 of 59 Official leaderboard
Vectara Hallucination Leaderboard (HHEM) 2.40% #31 of 148 Official leaderboard
SimpleQA 47% #14 of 60 Lab model card
MGSM 89.3% #14 of 57 Lab model card
BuzzBench 59.3 #5 of 20 Official leaderboard
Internal API instruction following (OpenAI) 51.3% #2 of 8 Official leaderboard
ComplexNLU (Tencent) 64.7% #1 of 4 Official leaderboard
Arena-Hard v2.0 61% #6 of 23 Official leaderboard
LMArena (Elo) 1,402 #127 of 335 Official leaderboard
AbstentionBench 74.8% #2 of 5 Official leaderboard
FACTS Grounding 78.8% #15 of 34 Official leaderboard
SimpleQA Verified 41.1% #52 of 94 Epoch AI run
PersonQA 55% #5 of 9 Lab model card
SimpleQA Hallucination Rate 44% #7 of 12 Lab model card
Humanity's Last Exam 7.96% #35 of 47 Official leaderboard
HUMAINE 16 #48 of 50 Official leaderboard
HLE Calibration 83.0 #4 of 4 Official leaderboard

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 run
3SAT-Search 89% #2 of 11 Official leaderboard
GSM8K-Platinum 99.7% #2 of 8 Official leaderboard
PolyMath 38.9% #12 of 38 Official leaderboard
GSM8K Platinum Initial 268 99.3% #6 of 19 Official leaderboard
IneqMath 8.00% #11 of 34 Official leaderboard
QuantBench 60% #1 of 3 Lab model card
TSP-Opt 45.8% #4 of 11 Official leaderboard
MATH-500 96.4% #27 of 70 Lab model card
GPQA Diamond 76.8% #105 of 229 Epoch AI run
OTIS Mock AIME 2024-2025 73.3% #102 of 212 Epoch AI run
CombiBench 2.00% #2 of 4 Official leaderboard
AIME 2024 79.2% #45 of 88 Lab model card
FrontierMath 9.31% #32 of 55 Official leaderboard
DTBench 74.7% #108 of 180 Official leaderboard
AIME 2025 81.7% #33 of 53 Official leaderboard
SimpleBench 40.1% #74 of 106 Official leaderboard
PHYBench 18% #20 of 28 Official leaderboard
HMMT 2025 48.3% #39 of 53 Official leaderboard
FrontierMath Tiers 1-3 v2 14.7% #80 of 86 Official leaderboard
FrontierScience-Olympiad 42.5% #7 of 7 Official leaderboard
FrontierScience-Research 3.17% #7 of 7 Official leaderboard

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 34 Official leaderboard
OpenAI Research Engineer Interview: Coding 100% #1 of 7 Lab model card
Aider Polyglot 61.7% #12 of 46 Official leaderboard
SEAL Coding 1,083 #8 of 26 Official leaderboard
PaperBench 26% #1 of 3 Official leaderboard
Multi-SWE-bench 6.43% #4 of 11 Official leaderboard
METR Time Horizon 42 min #12 of 31 Official leaderboard
OIBench 15.4% #4 of 9 Official leaderboard
LiveSQLBench 25.2% #17 of 36 Official leaderboard
WeirdML 46.1% #57 of 112 Official leaderboard
ArtifactsBench (Gemini 2.5 Pro 0506 judge) 38.6% #10 of 18 Official leaderboard
OpenAI Research Engineer Interview: Multiple Choice 78% #5 of 9 Lab model card
METR Time Horizon 1.1 39 min #15 of 26 Official leaderboard
Spider 2.0 23.2% #16 of 23 Official leaderboard
MLE-bench 14% #7 of 10 Lab model card
SWE-bench Verified 48.9% #134 of 155 Lab model card
TasteVal 6.71× #18 of 20 Official leaderboard
PaperBench Code-Dev 43.4% #1 of 1 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
ToolComp 70.1% #1 of 32 Official leaderboard
C3-Bench 12.1% #2 of 30 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
lmgame-Bench 46.5 #4 of 23 Official leaderboard
BrowseComp-ZH 29.1% #2 of 9 Official leaderboard
tau-bench 63.9% #8 of 23 Lab model card
LLM Chess 280 #50 of 123 Official leaderboard
Galileo Agent Leaderboard 0.88 #13 of 29 Official leaderboard
GAIA 49.8% #34 of 64 Official leaderboard
Elimination Game 4 #31 of 56 Official leaderboard
Pencil Puzzle Bench 0% #31 of 53 Official leaderboard
Chess Puzzles 11% #83 of 93 Epoch AI run

Professional work

BenchmarkScoreRankSource
MedXpertQA-MM 56.3% #1 of 9 Official leaderboard
MedXpertQA 49.9% #1 of 4 Official leaderboard
TaxEval v2 74.3% #38 of 129 Official leaderboard
CadEval 56% #4 of 13 Official leaderboard
LegalBench 80.4% #83 of 138 Official leaderboard
HealthBench 41.8% #5 of 8 Official leaderboard
HealthBench Hard 7.91% #5 of 8 Official leaderboard
Vals Finance Agent v1 20.8% #33 of 47 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
CoreCognition 74.9% #1 of 119 Official leaderboard
MMVU 75.5% #1 of 28 Official leaderboard
CharXiv (DQ) 88.9% #4 of 67 Official leaderboard
OCR-Reasoning 44.4% #1 of 15 Official leaderboard
SpatialViz-Bench 41.4% #1 of 14 Official leaderboard
MMMU 78.2% #11 of 136 Official leaderboard
CSVQA 49.6% #1 of 12 Official leaderboard
CharXiv 55.1% #8 of 77 Official leaderboard
VCR-Bench 56.7% #1 of 9 Official leaderboard
VisualPuzzles 51.8% #4 of 29 Official leaderboard
VHELM 71.6 #7 of 41 Official leaderboard
MicroVQA 52.8% #5 of 19 Official leaderboard
MORSE-500 19.8% #3 of 11 Official leaderboard
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
Vision Arena 1,193 #83 of 136 Official leaderboard
ViVerBench 71.5% #5 of 8 Official leaderboard
MathVista 71% #44 of 70 Lab model card
VPCT 37% #21 of 27 VPCT leaderboard, via Epoch AI
CaP-X (CaP-Bench) 8.67% #8 of 10 Official leaderboard
VisFactor 20.8% #21 of 26 Official leaderboard
Drone-Bench 31.9% #17 of 19 Official leaderboard
ZeroBench 0% #75 of 76 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Multimodal Troubleshooting Virology 59% #2 of 27 Lab 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 Lab model card
ChangeMyView 89.1% #1 of 5 Lab model card
AIR-Bench 2024 80% #23 of 82 Official leaderboard
Challenging Refusal Evaluation 92% #3 of 9 Lab model card
MakeMeSay 42% #4 of 10 Lab model card
FORTRESS 19.4% #30 of 73 Official leaderboard
Molecular Biology Capabilities Test 51.1% #37 of 90 Official leaderboard
SimpleSafetyTests 99% #34 of 75 Official leaderboard
Gray Swan Agent Red Teaming (ART) benchmark 2.56% #4 of 8 Official leaderboard
MakeMePay 27% #3 of 6 Lab model card
Contextual Nuclear Knowledge 74% #2 of 4 Lab model card
Political Persuasion Parallel Generation 47.1% #2 of 4 Lab model card
Radiological and Nuclear Expert Knowledge 70% #2 of 4 Lab model card
WildChat (toxic conversations) 97.9% #2 of 4 Lab model card
CoT Deception Monitoring 0.17% #1 of 2 Lab model card
Red Teaming Network pairwise safety comparison 59.8% #1 of 2 Lab model card
Tacit Knowledge Brainstorm (Open-Ended) 51% #1 of 2 Lab model card
Virology Capabilities Test (VCT) 35.4% #4 of 7 Official leaderboard
Jailbreak Augmented Examples 100% #3 of 5 Lab model card
Human Pathogen Capabilities Test 48.2% #53 of 86 Official leaderboard
Anthropic Red Team 98.3% #50 of 75 Official leaderboard
BioLP-bench 33% #6 of 9 Lab model card
Capture the Flag (High School) 46% #6 of 9 Lab model card
XSTest 93.6% #11 of 16 Lab model card
Capture the Flag (Professional) 13% #16 of 21 Lab model card
Capture the Flag (Collegiate) 13% #10 of 13 Lab model card
World-Class Bio 31.2% #61 of 74 Official leaderboard
Tacit Knowledge and Troubleshooting 66% #25 of 30 Lab model card
ProtocolQA Open-Ended 24% #24 of 27 Lab model card
StrongREJECT 72% #17 of 19 Lab model card
Human Sourced Jailbreaks 94% #8 of 8 Lab model card
Production Jailbreaks 99% #5 of 5 Lab model card
Image input safety evaluations 96.1% #2 of 2 Lab model card

Other

BenchmarkScoreRankSource
LiveBench 76.6% #5 of 27 Lab model card
ACCoRD 64.2 #77 of 152 Official leaderboard
Conceptual Reasoning Index 37.8 #103 of 151 Official leaderboard
LMCA 22.3% #107 of 147 Official leaderboard
CAIS Vision Capabilities Index 40.9 #43 of 53 Official leaderboard
CAIS Risk Index 64.0 #56 of 67 Official leaderboard
CAIS Text Capabilities Index 8.00 #65 of 68 Official leaderboard

Its lab's numbers put it at 137.4, 3.7 points below its ECI

The Self-Reported Index fits one score to the 11 capability results OpenAI reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 134.9 to 139.9. How we compute it.

Its lab's numbers next to 5 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap
MATH-500 96.4% MATH (pass @1) 90.4% Leaderboard, Vals AI harness +6.0 pts
SimpleQA 47% SimpleQA, accuracy (Table 3) 42.6% Leaderboard +4.4 pts
MathVista 71% MathVista (pass @1) 73.9% Leaderboard −2.9 pts
GPQA Diamond 75.7% GPQA diamond 76.8% Epoch AI run, high −1.1 pts
MMMU 77.3% MMMU (pass @1) 78.2% Leaderboard −0.9 pts

OpenAI's models over time

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

50 100 150 2023 2024 2025 2026 2027 GPT-6.1 Terra GPT-6 Luna GPT-5.4 Mini GPT-5.2 Pro GPT-5 GPT-5 nano GPT-4.1 nano 50 100 150 2023 2024 2025 2026 2027 GPT-6.1 Terra GPT-6 Luna

Source: Epoch Capabilities Index, Epoch AI (CC BY 4.0)

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.

OpenAI o1 System Card Dec 5, 2024

Capabilities

AI R&D risk