Model comparison

GPT-5.1-Codex vs Wizardlm 13b

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 30.8 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.2

Rank #178 Reported

Wizardlm 13b Microsoft

30.8

Rank #272 Confirmed

Summary

  • The widest gap is in coding, where GPT-5.1-Codex leads 41.7 to 29.6.
  • Wizardlm 13b has downloadable open weights; the other is API-only.

Side by side

GPT-5.1-Codex and Wizardlm 13b specifications
GPT-5.1-CodexWizardlm 13b
ProviderOpenAIMicrosoft
Noometry Index38.230.8
Released2025-11-12—
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.25—
Output $ / M tokens$10—
Results tracked610

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Category by category

Coding GPT-5.1-Codex leads

GPT-5.1-Codex: 41.7 (#107), Wizardlm 13b: 29.6 (#293)

Coding benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
LMArena Coding—1035
ALE-Bench1,245—

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 37.8 (#32), Wizardlm 13b: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
Terminal-Bench60.4%—
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, Wizardlm 13b: 18.5 (#265)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
LMArena Hard Prompts—1018

Math GPT-5.1-Codex leads

GPT-5.1-Codex: 29.3 (#218), Wizardlm 13b: 27.8 (#235)

Math benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
ProofBench9%—
LMArena Math—1017

Multilingual Not comparable

GPT-5.1-Codex: —, Wizardlm 13b: 27.3 (#272)

Multilingual benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
LMArena Non-English—1034
LMArena Chinese—1023

Instruction Following Not comparable

GPT-5.1-Codex: —, Wizardlm 13b: 53.7 (#280)

Instruction Following benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
LMArena Instruction Following—1049

Long Context Not comparable

GPT-5.1-Codex: —, Wizardlm 13b: 32.0 (#268)

Long Context benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
LMArena Longer Query—1054

Writing & Preference Not comparable

GPT-5.1-Codex: —, Wizardlm 13b: 30.7 (#282)

Writing & Preference benchmarks
BenchmarkGPT-5.1-CodexWizardlm 13b
LMArena Text—1077
LMArena Creative Writing—1090
LMArena Multi-Turn—1047

Frequently asked questions

Is GPT-5.1-Codex better than Wizardlm 13b?

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 30.8 on the Noometry Index.

Is GPT-5.1-Codex or Wizardlm 13b better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.7 versus 29.6 in the Noometry coding category.

How many benchmarks do GPT-5.1-Codex and Wizardlm 13b share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Wizardlm 13b has 10.

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