Model comparison

Codellama 70b Instruct vs GPT-5.1-Codex

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 33.7 on the Noometry Index.

Last verified . 0 shared benchmarks.

Codellama 70b Instruct Meta

33.7

Rank #237 Confirmed

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 37.6.
  • Codellama 70b Instruct has downloadable open weights; the other is API-only.

Side by side

Codellama 70b Instruct and GPT-5.1-Codex specifications
Codellama 70b InstructGPT-5.1-Codex
ProviderMetaOpenAI
Noometry Index33.738.6
Released—2025-11-12
WeightsOpenProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$1.25
Output $ / M tokens—$10
Results tracked76

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Category by category

Coding GPT-5.1-Codex leads

Codellama 70b Instruct: 37.6 (#193), GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
BigCodeBench Instruct40.7%—
BigCodeBench Complete49.6%—
ALE-Bench—1,245
HumanEval+65.9%—

Agentic & Tool Use Not comparable

Codellama 70b Instruct: —, GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
Terminal-Bench—60.4%
METR Time Horizons—70.8%

Reasoning Not comparable

Codellama 70b Instruct: 20.1 (#242), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
LMArena Hard Prompts1052—

Math Not comparable

Codellama 70b Instruct: —, GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
ProofBench—9%

Multilingual Not comparable

Codellama 70b Instruct: 24.8 (#288), GPT-5.1-Codex: —

Multilingual benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
LMArena Non-English992—

Instruction Following Not comparable

Codellama 70b Instruct: 51.9 (#293), GPT-5.1-Codex: —

Instruction Following benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
LMArena Instruction Following1024—

Writing & Preference Not comparable

Codellama 70b Instruct: 33.4 (#277), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkCodellama 70b InstructGPT-5.1-Codex
LMArena Text1057—

Frequently asked questions

Is Codellama 70b Instruct better than GPT-5.1-Codex?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 33.7 on the Noometry Index.

Is Codellama 70b Instruct or GPT-5.1-Codex better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.9 versus 37.6 in the Noometry coding category.

How many benchmarks do Codellama 70b Instruct and GPT-5.1-Codex share?

0 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and GPT-5.1-Codex has 6.

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