Model comparison

GPT-5.1-Codex vs Olmo 2 0325 32b Instruct

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 32.7 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • The widest gap is in coding, where GPT-5.1-Codex leads 41.9 to 35.2.
  • Olmo 2 0325 32b Instruct has downloadable open weights; the other is API-only.

Side by side

GPT-5.1-Codex and Olmo 2 0325 32b Instruct specifications
GPT-5.1-CodexOlmo 2 0325 32b Instruct
ProviderOpenAIAllen Institute for AI (Ai2)
Noometry Index38.632.7
Released2025-11-12—
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.25—
Output $ / M tokens$10—
Results tracked616

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Category by category

Coding GPT-5.1-Codex leads

GPT-5.1-Codex: 41.9 (#116), Olmo 2 0325 32b Instruct: 35.2 (#227)

Coding benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
LMArena Coding—1210
ALE-Bench1,245—

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 38.0 (#33), Olmo 2 0325 32b Instruct: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
Terminal-Bench60.4%—
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 23.6 (#175)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
LMArena Hard Prompts—1208

Math GPT-5.1-Codex leads

GPT-5.1-Codex: 30.3 (#235), Olmo 2 0325 32b Instruct: 26.8 (#255)

Math benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
ProofBench9%—
Omni-MATH—16.1%
LMArena Math—1208

Knowledge Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 19.5 (#279)

Knowledge benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
MMLU-Pro—41.4%
GPQA (HELM)—28.7%

Multilingual Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 34.8 (#248)

Multilingual benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
LMArena Non-English—1160
LMArena Chinese—1192
LMArena Russian—1187

Instruction Following Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 61.5 (#244)

Instruction Following benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
IFEval—78%
LMArena Instruction Following—1186

Long Context Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 36.2 (#234)

Long Context benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
LMArena Longer Query—1194

Writing & Preference Not comparable

GPT-5.1-Codex: —, Olmo 2 0325 32b Instruct: 42.1 (#236)

Writing & Preference benchmarks
BenchmarkGPT-5.1-CodexOlmo 2 0325 32b Instruct
LMArena Text—1218
LMArena Creative Writing—1199
WildBench—73.4%
LMArena Multi-Turn—1221

Frequently asked questions

Is GPT-5.1-Codex better than Olmo 2 0325 32b Instruct?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 32.7 on the Noometry Index.

Is GPT-5.1-Codex or Olmo 2 0325 32b Instruct better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.9 versus 35.2 in the Noometry coding category.

How many benchmarks do GPT-5.1-Codex and Olmo 2 0325 32b Instruct share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Olmo 2 0325 32b Instruct has 16.

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