Model comparison

GPT-5.1-Codex vs Llama 3.2 90B

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 27.1 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.2

Rank #178 Reported

Llama 3.2 90B Meta

27.1

Rank #326 Confirmed

Summary

  • The widest gap is in math, where GPT-5.1-Codex leads 29.3 to 10.4.
  • Llama 3.2 90B has downloadable open weights; the other is API-only.

Side by side

GPT-5.1-Codex and Llama 3.2 90B specifications
GPT-5.1-CodexLlama 3.2 90B
ProviderOpenAIMeta
Noometry Index38.227.1
Released2025-11-122024-09-24
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.25—
Output $ / M tokens$10—
Results tracked69

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Category by category

Coding Not comparable

GPT-5.1-Codex: 41.7 (#107), Llama 3.2 90B: —

Coding benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
ALE-Bench1,245—

Agentic & Tool Use GPT-5.1-Codex leads

GPT-5.1-Codex: 37.8 (#32), Llama 3.2 90B: 29.7 (#73)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
Terminal-Bench60.4%—
BALROG—27.3%
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, Llama 3.2 90B: 20.9 (#207)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
EnigmaEval—0.4%
Epoch Capabilities Index—125.5

Math GPT-5.1-Codex leads

GPT-5.1-Codex: 29.3 (#218), Llama 3.2 90B: 10.4 (#302)

Math benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
OTIS Mock AIME 2024-2025—2.6%
ProofBench9%—
MATH Level 5—39.4%

Knowledge Not comparable

GPT-5.1-Codex: —, Llama 3.2 90B: 21.7 (#269)

Knowledge benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
GPQA Diamond—41%
MMLU—80.3%

Multimodal Not comparable

GPT-5.1-Codex: —, Llama 3.2 90B: 24.9 (#119)

Multimodal benchmarks
BenchmarkGPT-5.1-CodexLlama 3.2 90B
LMArena Vision—1000
GeoBench—52%

Frequently asked questions

Is GPT-5.1-Codex better than Llama 3.2 90B?

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 27.1 on the Noometry Index.

How many benchmarks do GPT-5.1-Codex and Llama 3.2 90B share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Llama 3.2 90B has 9.

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