Model comparison

Nova 2.0 Pro Preview vs Olmo 3.1 32b Think

Olmo 3.1 32b Think is the stronger model overall, scoring 37.3 to 32.8 on the Noometry Index.

Last verified . 0 shared benchmarks.

Summary

  • The widest gap is in coding, where Nova 2.0 Pro Preview leads 40.2 to 37.1.
  • Olmo 3.1 32b Think has downloadable open weights; the other is API-only.

Side by side

Nova 2.0 Pro Preview and Olmo 3.1 32b Think specifications
Nova 2.0 Pro PreviewOlmo 3.1 32b Think
ProviderAmazonAllen Institute for AI (Ai2)
Noometry Index32.837.3
Released2025-12-02—
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked315

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Nova 2.0 Pro Preview leads

Nova 2.0 Pro Preview: 40.2 (#130), Olmo 3.1 32b Think: 37.1 (#186)

Coding benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
SciCode42.7%—
LMArena Coding—1292

Agentic & Tool Use Not comparable

Nova 2.0 Pro Preview: 21.9 (#127), Olmo 3.1 32b Think: —

Agentic & Tool Use benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
GDP.pdf2%—

Reasoning Olmo 3.1 32b Think leads

Nova 2.0 Pro Preview: 21.7 (#189), Olmo 3.1 32b Think: 24.1 (#151)

Reasoning benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
CritPt0%—
LMArena Hard Prompts—1272

Math Not comparable

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 33.6 (#170)

Math benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
LMArena Math—1305

Knowledge Not comparable

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 35.0 (#178)

Knowledge benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
LMArena Expert—1294

Multilingual Not comparable

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 38.3 (#226)

Multilingual benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 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

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 65.8 (#213)

Instruction Following benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
LMArena Instruction Following—1246

Long Context Not comparable

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 38.6 (#190)

Long Context benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
LMArena Longer Query—1272

Writing & Preference Not comparable

Nova 2.0 Pro Preview: —, Olmo 3.1 32b Think: 46.4 (#215)

Writing & Preference benchmarks
BenchmarkNova 2.0 Pro PreviewOlmo 3.1 32b Think
LMArena Text—1271
LMArena Creative Writing—1226
LMArena Multi-Turn—1252

Frequently asked questions

Is Nova 2.0 Pro Preview better than Olmo 3.1 32b Think?

Olmo 3.1 32b Think is the stronger model overall, scoring 37.3 to 32.8 on the Noometry Index.

Is Nova 2.0 Pro Preview or Olmo 3.1 32b Think better for coding?

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.2 versus 37.1 in the Noometry coding category.

How many benchmarks do Nova 2.0 Pro Preview and Olmo 3.1 32b Think share?

0 benchmarks have published results for both models. Nova 2.0 Pro Preview has 3 scored results on Noometry and Olmo 3.1 32b Think has 15.

Related comparisons

Go deeper