Benchmark Almanac

OpenAI deep research

OpenAI deep research ranks first on 3 of the 27 benchmarks with five or more models scored.

OpenAI Released February 2nd, 2025 Family o3 The lab's model card Compare with others
38
Benchmarks with a score
3
Ranked first, out of five or more models
8
In the top three
OpenAI Feb 2025

OpenAI deep research

Closed weights Flagship

No Epoch Capabilities Index score yet
  • SWE-Lancer 53% #5 /10
  • ProtocolQA Open-Ended 28% #21 /27
  • MakeMeSay 24% #6 /10

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
PersonQA 86% #2 of 9 Lab model card
Humanity's Last Exam 26.6% #87 of 154 Lab model card

Coding

BenchmarkScoreRankSource
Agentic tasks (autonomous replication and adaptation) 78% #1 of 4 Lab model card
SWE-Lancer Diamond (SWE Manager) 51% #1 of 4 Lab model card
OpenAI PRs 42% #6 of 12 Lab model card
SWE-Lancer 53% #5 of 10 Lab model card
SWE-bench Verified 68% #91 of 155 Lab model card
OpenAI Research Engineer Interview: Multiple Choice 78% #6 of 9 Lab model card
OpenAI Research Engineer Interview: Coding 79% #6 of 7 Lab model card
MLE-bench 11% #9 of 10 Lab model card

Agents and tools

BenchmarkScoreRankSource
BrowseComp-ZH 42.9% #1 of 9 Official leaderboard
SnakeBench 30 #43 of 188 Official leaderboard
DeepSearchQA 44.2% #5 of 10 Official leaderboard
Mind2Web 2 28% #1 of 2 Official leaderboard
LiveResearchBench 62.9 #4 of 7 Official leaderboard
GAIA 67.4% #5 of 5 Lab model card
DeepResearch Bench 47.8% #1 of 1 Official leaderboard
DeepResearch Bench II 43.1% #1 of 1 Official leaderboard

Safety and security

BenchmarkScoreRankSource
BioLP-bench 49% #1 of 9 Lab model card
Capture the Flag (High School) 82% #1 of 9 Lab model card
Capture the Flag (Collegiate) 55% #2 of 13 Lab model card
WMDP Biology 90% #2 of 8 Lab model card
Contextual Nuclear Knowledge 77% #1 of 4 Lab model card
Radiological and Nuclear Expert Knowledge 74% #1 of 4 Lab model card
MakeMePay 36% #2 of 6 Lab model card
Long-form Biological Risk Questions 0% #1 of 3 Lab model card
Multimodal Troubleshooting Virology 55% #10 of 27 Lab model card
ChangeMyView 84.1% #2 of 5 Lab model card
Tacit Knowledge and Troubleshooting 72% #14 of 30 Lab model card
Capture the Flag (Professional) 47% #10 of 21 Lab model card
Challenging Red Teaming Evaluation 2 (created for deep research) 67% #1 of 2 Lab model card
StrongREJECT 93% #11 of 19 Lab model card
MakeMeSay 24% #6 of 10 Lab model card
ProtocolQA Open-Ended 28% #21 of 27 Lab model card
Standard Refusal Evaluation 97% #7 of 8 Lab model card
Challenging Refusal Evaluation 89% #8 of 9 Lab model card
Challenging Red Teaming Evaluation 1 (created for o3-mini) 50% #2 of 2 Lab model card
Red Teaming Network pairwise safety comparison 59.2% #2 of 2 Lab model card

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. 32 of them aren't in the launch post.

Hallucination

Persuasion