Model comparison

Gemma 3 1B vs GPT-5.1-Codex

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 21.1 on the Noometry Index.

Last verified . 0 shared benchmarks.

Gemma 3 1B Google

21.1

Rank #353 Reported

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • The widest gap is in agentic & tool use, where GPT-5.1-Codex leads 38.0 to 13.7.
  • Gemma 3 1B has downloadable open weights; the other is API-only.

Side by side

Gemma 3 1B and GPT-5.1-Codex specifications
Gemma 3 1BGPT-5.1-Codex
ProviderGoogleOpenAI
Noometry Index21.138.6
Released2025-03-122025-11-12
WeightsOpenProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$1.25
Output $ / M tokens—$10
Results tracked46

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Category by category

Coding Not comparable

Gemma 3 1B: —, GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkGemma 3 1BGPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
ALE-Bench—1,245

Agentic & Tool Use GPT-5.1-Codex leads

Gemma 3 1B: 13.7 (#152), GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkGemma 3 1BGPT-5.1-Codex
Terminal-Bench—60.4%
Berkeley Function Calling Leaderboard7.2%—
METR Time Horizons—70.8%

Reasoning Not comparable

Gemma 3 1B: 19.2 (#264), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkGemma 3 1BGPT-5.1-Codex
Chess Puzzles0%—

Math GPT-5.1-Codex leads

Gemma 3 1B: 10.2 (#316), GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkGemma 3 1BGPT-5.1-Codex
OTIS Mock AIME 2024-20251.1%—
ProofBench—9%

Knowledge Not comparable

Gemma 3 1B: 7.0 (#314), GPT-5.1-Codex: —

Knowledge benchmarks
BenchmarkGemma 3 1BGPT-5.1-Codex
GPQA Diamond19.9%—

Frequently asked questions

Is Gemma 3 1B better than GPT-5.1-Codex?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 21.1 on the Noometry Index.

How many benchmarks do Gemma 3 1B and GPT-5.1-Codex share?

0 benchmarks have published results for both models. Gemma 3 1B has 4 scored results on Noometry and GPT-5.1-Codex has 6.

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