Benchmark Almanac

GPT-4o Nov 2024

GPT-4o ranks first on 3 of the 84 benchmarks with five or more models scored.

OpenAI Released November 20th, 2024 Compare with others
87
Benchmarks with a score
3
Ranked first, out of five or more models
11
In the top three
OpenAI Nov 2024

GPT-4o

Nov 2024 snapshot Closed weights

128.8 #160 of 256
Epoch Capabilities Index
  • Humanity's Last Exam 2.72% #47 /47
  • SWE-bench Verified 31% #32 /32
  • GPQA Diamond 47.9% #163 /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 88.1% #1 of 85 Claim in Phi-4 Technical Report, via Epoch AI
MMLU-CF 73.4% #1 of 37 Official leaderboard
Creation-MMBench 0.00 #2 of 19 Official leaderboard
MMBench-CN v1.1 83.9% #21 of 178 Official leaderboard
ToRR 49.8 #2 of 14 Official leaderboard
AgentIF 58.5% #2 of 12 Official leaderboard
LongBench v2 51.4% #10 of 33 Official leaderboard
MMLU-Pro 77.9% #67 of 212 Official leaderboard
FaithJudge 15.8% #13 of 37 Official leaderboard
SimpleQA 38.8% #8 of 16 Official leaderboard
SuperGPQA 44.4% #31 of 59 Official leaderboard
LLM Confabulation Leaderboard 17.2% #31 of 58 Official leaderboard
SEAL Precise Instruction Following 82.5 #10 of 18 Official leaderboard
AidanBench 1269.0 #8 of 13 Official leaderboard
IFEval 81.7% #37 of 60 Official leaderboard
MARS-Bench 35.8% #10 of 15 Official leaderboard
Internal API instruction following (OpenAI) 29.2% #7 of 8 Official leaderboard
Humanity's Last Exam 2.72% #47 of 47 Official leaderboard

Math and science

BenchmarkScoreRankSource
miniCTX-v2 27.8% #2 of 4 Official leaderboard
GPQA Main 52% #33 of 60 Official leaderboard
MATH Level 5 49.8% #53 of 94 Epoch AI run
Misguided Attention 33.7% #32 of 45 Official leaderboard
GPQA Diamond 47.9% #163 of 229 Epoch AI run
GSM8K Platinum Initial 268 98.1% #15 of 19 Official leaderboard
ForecastBench 0.15 #68 of 82 Official leaderboard
OTIS Mock AIME 2024-2025 6.25% #178 of 212 Epoch AI run
GSM8K-Platinum 98.6% #7 of 8 Official leaderboard
ARC-AGI-2 0% #91 of 98 Official leaderboard
ARC-AGI 4.50% #91 of 95 Official leaderboard
PolyMath 13.7% #37 of 38 Official leaderboard
FrontierMath 0.34% #55 of 55 Official leaderboard
AMO-Bench 1.50% #21 of 21 Official leaderboard
LiveMathematicianBench 19.5% #17 of 17 Official leaderboard

Coding

BenchmarkScoreRankSource
BigCodeBench 53.5% #5 of 69 Official leaderboard
SEAL Coding 1,132 #3 of 26 Official leaderboard
BigCodeBench-Hard 31.1% #15 of 96 Official leaderboard
Aider-Edit 71.4% #11 of 34 Official leaderboard
BIRD-CRITIC 27.5% #3 of 9 Official leaderboard
MMTU 50.7% #5 of 9 Official leaderboard
AutoCodeBench 41.1% #21 of 34 Official leaderboard
Aider Polyglot 18.2% #36 of 46 Official leaderboard
Multi-SWE-bench 3.80% #9 of 11 Official leaderboard
Spider 2.0 13% #20 of 23 Official leaderboard
WeirdML 25.1% #100 of 112 Official leaderboard
SWE-bench Verified 31% #32 of 32 Epoch AI run

Agents and tools

BenchmarkScoreRankSource
Berkeley Function Calling Leaderboard (BFCL) 71.7% #4 of 67 Official leaderboard
AceBench 85.4% #1 of 16 Official leaderboard
CRMArena 54.4% #2 of 9 Official leaderboard
Galileo Agent Leaderboard 0.90 #9 of 29 Official leaderboard
LLM Chess -108 #77 of 123 Official leaderboard
GAIA 33.2% #41 of 64 Official leaderboard
AgentBench FC 39.6% #9 of 12 Official leaderboard
lmgame-Bench 16.9 #18 of 23 Official leaderboard
WARC-Bench 9.17% #7 of 8 Official leaderboard
AndroidLab 31.2% #1 of 1 Official leaderboard

Professional work

BenchmarkScoreRankSource
MortgageTax 57.4% #70 of 87 Official leaderboard
Cohere enterprise human evaluation 33% #2 of 2 Official leaderboard

Vision, audio and robotics

BenchmarkScoreRankSource
MMBench-EN v1.1 84.8% #19 of 178 Official leaderboard
KRETA 84.6% #2 of 17 Official leaderboard
CharXiv 50.5% #10 of 77 Official leaderboard
MMStar 65.1% #32 of 173 Official leaderboard
SpaCE-10 49% #7 of 36 Official leaderboard
MMMU 70.7% #30 of 136 Official leaderboard
LVBench 48.9% #2 of 9 Official leaderboard
VHELM 62.7 #13 of 41 Official leaderboard
MME-CC 26.9% #5 of 12 Official leaderboard
VPCT 40% #15 of 27 VPCT leaderboard, via Epoch AI
MMLongBench-Doc 46.3% #10 of 17 Official leaderboard
VISTA 38% #38 of 54 Official leaderboard
VisFactor 21.4% #19 of 26 Official leaderboard
Drone-Bench 20.4% #18 of 19 Official leaderboard
Math-VR 4.30% #25 of 26 Official leaderboard

Safety and security

BenchmarkScoreRankSource
BioTIER Permit 99.7% #19 of 69 Official leaderboard
nocot-bench (NCRI) 70.3 #99 of 185 Official leaderboard
Lakera B3 (Backbone Breaker Benchmark) 51.1% #24 of 35 Official leaderboard
BioTIER Refuse 22.1% #53 of 69 Official leaderboard
Molecular Biology Capabilities Test 39.9% #75 of 90 Official leaderboard
BABE 23.9% #5 of 6 Official leaderboard
Human Pathogen Capabilities Test 36.2% #74 of 86 Official leaderboard
Human Pathogen Capabilities Test v2 (HPCT v2) 31.6% #62 of 71 Official leaderboard
World-Class Bio 21.2% #69 of 74 Official leaderboard
PCT (Polarized Contrastive Pairs) 59.6% #43 of 46 Official leaderboard

Other

BenchmarkScoreRankSource
OpenVLM Leaderboard 72.0 #25 of 173 Official leaderboard
HELM Capabilities 63.4 #36 of 60 Official leaderboard
CAIS Vision Capabilities Index 36.0 #50 of 53 Official leaderboard
CAIS Risk Index 74.4 #66 of 67 Official leaderboard
CAIS Text Capabilities Index 7.90 #67 of 68 Official leaderboard

OpenAI's models over time

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

50 100 150 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)