Model comparison

GPT-6.1 Sol vs Olmo 3.1 32b Instruct

Olmo 3.1 32b Instruct has enough public results to be ranked (#168); GPT-6.1 Sol does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

GPT-6.1 Sol OpenAI

42.1

Unranked Sparse

Summary

  • The widest gap is in coding, where GPT-6.1 Sol leads 51.4 to 38.9.
  • Olmo 3.1 32b Instruct has downloadable open weights; the other is API-only.

Side by side

GPT-6.1 Sol and Olmo 3.1 32b Instruct specifications
GPT-6.1 SolOlmo 3.1 32b Instruct
ProviderOpenAIAllen Institute for AI (Ai2)
Noometry Index42.138.8
Released2026-09-29—
WeightsProprietaryOpen
Context window1.05M—
Max output128K—
Input $ / M tokens$2—
Output $ / M tokens$10—
Results tracked216

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Category by category

Coding GPT-6.1 Sol leads

GPT-6.1 Sol: 51.4, Olmo 3.1 32b Instruct: 38.9 (#154)

Coding benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
DeepSWE75.2%—
LMArena Coding—1346

Agentic & Tool Use Not comparable

GPT-6.1 Sol: 34.3, Olmo 3.1 32b Instruct: —

Agentic & Tool Use benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
GDP.pdf32%—

Reasoning Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 25.4 (#131)

Reasoning benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Hard Prompts—1322

Math Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 33.6 (#169)

Math benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Math—1305

Knowledge Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 35.4 (#175)

Knowledge benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Expert—1307

Multilingual Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 42.8 (#185)

Multilingual benchmarks
BenchmarkGPT-6.1 SolOlmo 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

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 68.8 (#182)

Instruction Following benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Instruction Following—1298

Long Context Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 39.9 (#161)

Long Context benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Longer Query—1312

Writing & Preference Not comparable

GPT-6.1 Sol: —, Olmo 3.1 32b Instruct: 50.4 (#179)

Writing & Preference benchmarks
BenchmarkGPT-6.1 SolOlmo 3.1 32b Instruct
LMArena Text—1311
LMArena Creative Writing—1264
LMArena Multi-Turn—1309

Frequently asked questions

Is GPT-6.1 Sol better than Olmo 3.1 32b Instruct?

Olmo 3.1 32b Instruct has enough public results to be ranked (#168); GPT-6.1 Sol does not yet, so treat this comparison as directional.

Is GPT-6.1 Sol or Olmo 3.1 32b Instruct better for coding?

GPT-6.1 Sol scores higher on coding benchmarks: 51.4 versus 38.9 in the Noometry coding category.

How many benchmarks do GPT-6.1 Sol and Olmo 3.1 32b Instruct share?

0 benchmarks have published results for both models. GPT-6.1 Sol has 2 scored results on Noometry and Olmo 3.1 32b Instruct has 16.

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