GPT-5.1-Codex

GPT-5.1-Codex is a reasoning model from OpenAI. 16 benchmarks count toward its score, in 6 categories.

availableShows if the model has enough results for an index.
IndexOverall score. 50 is the middle.54.3 ±5.5
CoverageShare of the index weight with results.85%
SpeedOutput tokens per second.39/s
Input / 1MUS dollars per 1M input tokens.$1.25
Output / 1MUS dollars per 1M output tokens.$10
ContextMaximum tokens in one request.400K
EloLMArena rating and rank.N/A

50 is the middle of the board. The range shows the doubt in the index.

CapabilitiesScore per category. 50 is the middle.

50 is the middle
AgenticMulti-step tasks with tools.
56.8
CodingCode writing and repair.
50.6
ReasoningLogic problems and puzzles.
53.3
MultimodalTasks with images and text.
55.7
KnowledgeFacts and expert knowledge.
56.1
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
60.1
MathMath problems.
N/A

Results

16 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result on the index scale.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
Artificial Analysis GPQA DiamondKnowledge86.0%56.7Artificial Analysis
LiveCodeBenchCoding85.5%62.11 Sept 2026Vals AI
τ²-Bench Tool-Agent-User EvaluationAgentic83.0%58.4Victor Barres et al.
Artificial Analysis MMMU-ProMultimodal72.5%55.7Artificial Analysis
Artificial Analysis IFBenchInstruction70.0%60.1Artificial Analysis
Artificial Analysis Long Context ReasoningReasoning69.3%56.2Artificial Analysis
SWE-bench VerifiedCoding66.0%50.5medium effort · mini-SWE-agent1 Sept 2026SWE-bench team
Terminal-Bench 1.0Agentic57.5%60.312 Jan 2026Vals AI
Gert Labs Composite Game BenchmarkAgentic49.7%56.6Gert Labs
Artificial Analysis Omniscience AccuracyKnowledge39.9%63.2Artificial Analysis
JobBenchAgentic26.2%52.1Yuetai Li et al.
Artificial Analysis Humanity's Last ExamKnowledge25.7%52.4Artificial Analysis
Artificial Analysis Intelligence IndexKnowledge23.7%52.0Artificial Analysis
Vibe Code Bench v1.1Coding13.1%47.6OpenHands21 Sept 2026Vals AI
Critical Physics TasksReasoning5.7%50.3Artificial Analysis
IOI v1Coding3.7%42.09 Aug 2026Vals AI

16 benchmarks count, from 16 of 16 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsOpenRouter, collected directlyNo licence statedVals AI, collected directlyNo licence stated. Read from the public leaderboard and credited to Vals AISWE-bench team, collected directlyNo licence stated. The repository publishes submission records for reproducibility and transparency and asks that SWE-bench be cited

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