Benchmark Almanac

GPT-5.3 Codex

GPT-5.3 Codex ranks first on SWE-Lancer.

OpenAI Released 5 Feb 2026 Family GPT-5 The lab's model card
46
Benchmarks with a score
1
Ranked first, out of five or more models
5
In the top three
OpenAI Feb 2026

GPT-5.3 Codex

Closed weights Flagship

No Epoch Capabilities Index score yet
  • SWE-bench Verified 74.8% #15 /32
  • Terminal-Bench 2.0 78.4% #4 /43
  • Toolathlon 51.9% #6 /50

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
BullshitBench V2 24% #79 of 122 Official leaderboard
BullshitBench 14.6% #88 of 107 Official leaderboard

Math and science

BenchmarkScoreRankSource
CritPt 16.9% #40 of 160 Epoch AI

Coding

BenchmarkScoreRankSource
SWE-Lancer 81.4% #1 of 10 Model card
WeirdML 77.9% #13 of 112 Official leaderboard
METR Time Horizon 5.8 h #5 of 39 Epoch AI
ALE-Bench 1,655 #17 of 121 Epoch AI
SlopCodeBench 26% #2 of 14 Official leaderboard
METR Time Horizon 1.1 5.8 h #5 of 26 Official leaderboard
IOI (Vals) 43.8% #12 of 55 Official leaderboard
LiveSQLBench 30% #9 of 36 Official leaderboard
OpenAI-Proof Q&A 6.00% #4 of 9 Model card
SWE-bench Verified 74.8% #15 of 32 Epoch AI
Vibe Code Bench 61.8% #54 of 115 Official leaderboard
SWE-Bench Pro 56.8% #38 of 77 Model card
IOI v2 (Vals) 53.8% #23 of 45 Official leaderboard
PostTrainBench 17.8% #12 of 23 Official leaderboard
SWE Atlas Refactoring 42.4% #9 of 17 Official leaderboard
SWE Atlas Test Writing 39% #12 of 22 Official leaderboard
SWE Atlas 32.6% #14 of 22 Official leaderboard
Code Arena 1,407 #79 of 124 Official leaderboard
WebDev Arena 1,370 #76 of 105 Epoch AI
Image-to-WebDev Arena 1,443 #44 of 55 Official leaderboard
Monorepo-Bench 56% #4 of 5 Model card

Agents and tools

BenchmarkScoreRankSource
SnakeBench 33 #14 of 183 Official leaderboard
Terminal-Bench 2.0 78.4% #4 of 43 Official leaderboard
Toolathlon 51.9% #6 of 50 Official leaderboard
LLM Chess 1,053 #23 of 124 Official leaderboard
OSWorld-Verified 64.7% #26 of 37 Model card
Long-Horizon-Terminal-Bench (LHTB) 21.5% #24 of 25 Official leaderboard

Professional work

BenchmarkScoreRankSource
ProfBench 57.2% #10 of 72 Official leaderboard
prinzbench 52.0 #8 of 26 Official leaderboard
Vending-Bench 2 $5,940 #25 of 66 Official leaderboard
GDPval 70.9% #8 of 10 Model card

Vision, audio and robotics

BenchmarkScoreRankSource
ArtifactArena 1,173 #6 of 21 Official leaderboard

Safety and security

BenchmarkScoreRankSource
ProtocolQA Open-Ended 44% #3 of 25 Model card
Capture the Flag (Professional) 88% #5 of 21 Model card
BinaryAudit 42.1% #5 of 20 Official leaderboard
Destructive action avoidance 88% #2 of 8 Model card
Cyber Range 80% #3 of 10 Model card
CVE-Bench 90% #5 of 14 Model card
Tacit Knowledge and Troubleshooting 72% #15 of 29 Model card
TroubleshootingBench 32% #13 of 19 Model card
Multimodal Troubleshooting Virology 50% #19 of 26 Model card
CyScenarioBench 0% #13 of 14 Model card
Apollo Research sabotage evaluations 0.88 #3 of 3 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. 15 of them aren't in the launch post.

AI R&D risk