Model comparison

GPT-5.1-Codex vs Phi 3 Mini 128k Instruct

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 29.1 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.2

Rank #178 Reported

Phi 3 Mini 128k Instruct Microsoft

29.1

Rank #303 Confirmed

Summary

  • The widest gap is in coding, where GPT-5.1-Codex leads 41.7 to 28.3.
  • Phi 3 Mini 128k Instruct has downloadable open weights; the other is API-only.

Side by side

GPT-5.1-Codex and Phi 3 Mini 128k Instruct specifications
GPT-5.1-CodexPhi 3 Mini 128k Instruct
ProviderOpenAIMicrosoft
Noometry Index38.229.1
Released2025-11-122024-04-23
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.25—
Output $ / M tokens$10—
Results tracked619

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Category by category

Coding GPT-5.1-Codex leads

GPT-5.1-Codex: 41.7 (#107), Phi 3 Mini 128k Instruct: 28.3 (#307)

Coding benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
BigCodeBench Instruct—29.6%
LMArena Coding—1040
BigCodeBench Complete—40.6%
ALE-Bench1,245—

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 37.8 (#32), Phi 3 Mini 128k Instruct: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
Terminal-Bench60.4%—
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 18.7 (#254)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Hard Prompts—1028

Math Too close to call

GPT-5.1-Codex: 29.3 (#218), Phi 3 Mini 128k Instruct: 29.2 (#220)

Math benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
ProofBench9%—
LMArena Math—1089

Knowledge Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 26.3 (#251)

Knowledge benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Expert—984

Multilingual Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 25.4 (#280)

Multilingual benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Non-English—1000
LMArena Chinese—1016
LMArena French—1038
LMArena German—1006
LMArena Japanese—899
LMArena Korean—856
LMArena Russian—1004
LMArena Spanish—1058

Instruction Following Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 52.1 (#289)

Instruction Following benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Instruction Following—1023

Long Context Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 30.3 (#284)

Long Context benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Longer Query—996

Writing & Preference Not comparable

GPT-5.1-Codex: —, Phi 3 Mini 128k Instruct: 27.3 (#296)

Writing & Preference benchmarks
BenchmarkGPT-5.1-CodexPhi 3 Mini 128k Instruct
LMArena Text—1050
LMArena Creative Writing—1024
LMArena Multi-Turn—989

Frequently asked questions

Is GPT-5.1-Codex better than Phi 3 Mini 128k Instruct?

GPT-5.1-Codex is the stronger model overall, scoring 38.2 to 29.1 on the Noometry Index.

Is GPT-5.1-Codex or Phi 3 Mini 128k Instruct better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.7 versus 28.3 in the Noometry coding category.

How many benchmarks do GPT-5.1-Codex and Phi 3 Mini 128k Instruct share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Phi 3 Mini 128k Instruct has 19.

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