Model comparison

DeepSeek-V3.2-Speciale vs Olmo 3.1 32b Instruct

DeepSeek-V3.2-Speciale and Olmo 3.1 32b Instruct score almost the same on the Noometry Index (39.1 vs 38.8), so choose on price, context window or the category you care about most.

Last verified . 0 shared benchmarks.

Summary

  • The widest gap is in reasoning, where DeepSeek-V3.2-Speciale leads 32.1 to 25.4.

Side by side

DeepSeek-V3.2-Speciale and Olmo 3.1 32b Instruct specifications
DeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
ProviderDeepSeekAllen Institute for AI (Ai2)
Noometry Index39.138.8
Released2025-12-01—
WeightsOpenOpen
Context window128K—
Max output128K—
Input $ / M tokens$0.58—
Output $ / M tokens$1.68—
Results tracked316

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Category by category

Coding DeepSeek-V3.2-Speciale leads

DeepSeek-V3.2-Speciale: 39.9 (#136), Olmo 3.1 32b Instruct: 38.9 (#154)

Coding benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
WeirdML46.7%—
LMArena Coding—1346

Reasoning DeepSeek-V3.2-Speciale leads

DeepSeek-V3.2-Speciale: 32.1 (#65), Olmo 3.1 32b Instruct: 25.4 (#131)

Reasoning benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
SimpleBench52.6%—
LMArena Hard Prompts—1322

Math Not comparable

DeepSeek-V3.2-Speciale: —, Olmo 3.1 32b Instruct: 33.6 (#169)

Math benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Math—1305

Knowledge Not comparable

DeepSeek-V3.2-Speciale: —, Olmo 3.1 32b Instruct: 35.4 (#175)

Knowledge benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Expert—1307

Multilingual Not comparable

DeepSeek-V3.2-Speciale: —, Olmo 3.1 32b Instruct: 42.8 (#185)

Multilingual benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Non-English—1275
LMArena Chinese—1304
LMArena French—1328
LMArena German—1283
LMArena Korean—1206
LMArena Russian—1268
LMArena Spanish—1337

Instruction Following Not comparable

DeepSeek-V3.2-Speciale: —, Olmo 3.1 32b Instruct: 68.8 (#182)

Instruction Following benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Instruction Following—1298

Long Context Not comparable

DeepSeek-V3.2-Speciale: —, Olmo 3.1 32b Instruct: 39.9 (#161)

Long Context benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Longer Query—1312

Writing & Preference Olmo 3.1 32b Instruct leads

DeepSeek-V3.2-Speciale: 46.1 (#217), Olmo 3.1 32b Instruct: 50.4 (#179)

Writing & Preference benchmarks
BenchmarkDeepSeek-V3.2-SpecialeOlmo 3.1 32b Instruct
LMArena Text—1311
LMArena Creative Writing—1264
EQ-Bench Creative Writing1276—
LMArena Multi-Turn—1309

Frequently asked questions

Is DeepSeek-V3.2-Speciale better than Olmo 3.1 32b Instruct?

DeepSeek-V3.2-Speciale and Olmo 3.1 32b Instruct score almost the same on the Noometry Index (39.1 vs 38.8), so choose on price, context window or the category you care about most.

Is DeepSeek-V3.2-Speciale or Olmo 3.1 32b Instruct better for coding?

DeepSeek-V3.2-Speciale scores higher on coding benchmarks: 39.9 versus 38.9 in the Noometry coding category.

How many benchmarks do DeepSeek-V3.2-Speciale and Olmo 3.1 32b Instruct share?

0 benchmarks have published results for both models. DeepSeek-V3.2-Speciale has 3 scored results on Noometry and Olmo 3.1 32b Instruct has 16.

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