Model comparison

GPT-5.2 Pro vs Olmo 3.1 32b Think

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 37.3 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.2 Pro OpenAI

52.2

Rank #34 Reported

Summary

  • The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 33.6.
  • Olmo 3.1 32b Think has downloadable open weights; the other is API-only.

Side by side

GPT-5.2 Pro and Olmo 3.1 32b Think specifications
GPT-5.2 ProOlmo 3.1 32b Think
ProviderOpenAIAllen Institute for AI (Ai2)
Noometry Index52.237.3
Released2025-12-11—
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$21—
Output $ / M tokens$168—
Results tracked815

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Category by category

Coding Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 37.1 (#186)

Coding benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Coding—1292

Reasoning GPT-5.2 Pro leads

GPT-5.2 Pro: 51.8 (#31), Olmo 3.1 32b Think: 24.1 (#151)

Reasoning benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
ARC-AGI-254.2%—
SimpleBench57.4%—
NYT Connections (extended)79.3%—
ARC-AGI-190.5%—
LMArena Hard Prompts—1272
Epoch Capabilities Index155.41—

Math GPT-5.2 Pro leads

GPT-5.2 Pro: 64.8 (#23), Olmo 3.1 32b Think: 33.6 (#170)

Math benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
FrontierMath (Tiers 1-3)74%—
FrontierMath Tier 446%—
LMArena Math—1305
FrontierMath Tier 4 (v1)31.3%—

Knowledge Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 35.0 (#178)

Knowledge benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Expert—1294

Multilingual Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 38.3 (#226)

Multilingual benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Non-English—1210
LMArena Chinese—1241
LMArena French—1262
LMArena German—1260
LMArena Russian—1193
LMArena Spanish—1288

Instruction Following Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 65.8 (#213)

Instruction Following benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Instruction Following—1246

Long Context Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 38.6 (#190)

Long Context benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Longer Query—1272

Writing & Preference Not comparable

GPT-5.2 Pro: —, Olmo 3.1 32b Think: 46.4 (#215)

Writing & Preference benchmarks
BenchmarkGPT-5.2 ProOlmo 3.1 32b Think
LMArena Text—1271
LMArena Creative Writing—1226
LMArena Multi-Turn—1252

Frequently asked questions

Is GPT-5.2 Pro better than Olmo 3.1 32b Think?

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 37.3 on the Noometry Index.

How many benchmarks do GPT-5.2 Pro and Olmo 3.1 32b Think share?

0 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and Olmo 3.1 32b Think has 15.

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