Model comparison

GPT-5.1-Codex vs Molmo 2 8b

GPT-5.1-Codex and Molmo 2 8b score almost the same on the Noometry Index (38.6 vs 39.1), so choose on price, context window or the category you care about most.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • Molmo 2 8b has downloadable open weights; the other is API-only.

Side by side

GPT-5.1-Codex and Molmo 2 8b specifications
GPT-5.1-CodexMolmo 2 8b
ProviderOpenAIAllen Institute for AI (Ai2)
Noometry Index38.639.1
Released2025-11-12—
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.25—
Output $ / M tokens$10—
Results tracked65

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Category by category

Coding Not comparable

GPT-5.1-Codex: 41.9 (#116), Molmo 2 8b: —

Coding benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
ALE-Bench1,245—

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 38.0 (#33), Molmo 2 8b: —

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

Reasoning Not comparable

GPT-5.1-Codex: —, Molmo 2 8b: 25.6 (#146)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
LMArena Hard Prompts—1287

Math Not comparable

GPT-5.1-Codex: 30.3 (#235), Molmo 2 8b: —

Math benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
ProofBench9%—

Multimodal Not comparable

GPT-5.1-Codex: —, Molmo 2 8b: 30.2 (#112)

Multimodal benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
LMArena Vision—1081

Multilingual Not comparable

GPT-5.1-Codex: —, Molmo 2 8b: 42.7 (#190)

Multilingual benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
LMArena Non-English—1276

Instruction Following Not comparable

GPT-5.1-Codex: —, Molmo 2 8b: 67.0 (#201)

Instruction Following benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
LMArena Instruction Following—1270

Writing & Preference Not comparable

GPT-5.1-Codex: —, Molmo 2 8b: 49.4 (#191)

Writing & Preference benchmarks
BenchmarkGPT-5.1-CodexMolmo 2 8b
LMArena Text—1288

Frequently asked questions

Is GPT-5.1-Codex better than Molmo 2 8b?

GPT-5.1-Codex and Molmo 2 8b score almost the same on the Noometry Index (38.6 vs 39.1), so choose on price, context window or the category you care about most.

How many benchmarks do GPT-5.1-Codex and Molmo 2 8b share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Molmo 2 8b has 5.

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