Model comparison

Olmo 3.1 32b Instruct vs Solar Pro4

Solar Pro4 is the stronger model overall, scoring 42.1 to 39.4 on the Noometry Index.

Last verified . 16 shared benchmarks.

Solar Pro4 Upstage

42.1

Rank #121 Confirmed

Summary

  • They share 16 benchmarks with published results for both. Olmo 3.1 32b Instruct scores higher in 0 categories and Solar Pro4 in 8 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Solar Pro4 leads 56.5 to 50.2.
  • Olmo 3.1 32b Instruct has downloadable open weights; the other is API-only.

Side by side

Olmo 3.1 32b Instruct and Solar Pro4 specifications
Olmo 3.1 32b InstructSolar Pro4
ProviderAllen Institute for AI (Ai2)Upstage
Noometry Index39.442.1
Released—2026-08-06
WeightsOpenProprietary
Context window—524K
Max output—131K
Input $ / M tokens—$0.30
Output $ / M tokens—$1.20
Results tracked1618

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Category by category

Coding Too close to call

Olmo 3.1 32b Instruct: 39.5 (#157), Solar Pro4: 40.1 (#149)

Coding benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Coding13471437
LMArena WebDev—1371

Reasoning Solar Pro4 leads

Olmo 3.1 32b Instruct: 26.4 (#132), Solar Pro4: 28.5 (#104)

Reasoning benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Hard Prompts13221399

Math Solar Pro4 leads

Olmo 3.1 32b Instruct: 36.3 (#167), Solar Pro4: 38.8 (#128)

Math benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Math13051416

Knowledge Solar Pro4 leads

Olmo 3.1 32b Instruct: 36.1 (#175), Solar Pro4: 39.8 (#129)

Knowledge benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Expert13081427

Multilingual Solar Pro4 leads

Olmo 3.1 32b Instruct: 42.6 (#191), Solar Pro4: 48.7 (#139)

Multilingual benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Non-English12751361
LMArena Chinese13041415
LMArena French13281397
LMArena German12821364
LMArena Korean12061382
LMArena Russian12681360
LMArena Spanish13361401
LMArena Japanese—1309

Instruction Following Solar Pro4 leads

Olmo 3.1 32b Instruct: 68.6 (#187), Solar Pro4: 72.7 (#132)

Instruction Following benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Instruction Following12991377

Long Context Solar Pro4 leads

Olmo 3.1 32b Instruct: 39.9 (#166), Solar Pro4: 42.1 (#130)

Long Context benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Longer Query13121381

Writing & Preference Solar Pro4 leads

Olmo 3.1 32b Instruct: 50.2 (#185), Solar Pro4: 56.5 (#138)

Writing & Preference benchmarks
BenchmarkOlmo 3.1 32b InstructSolar Pro4
LMArena Text13111386
LMArena Creative Writing12641316
LMArena Multi-Turn13091385

Frequently asked questions

Is Olmo 3.1 32b Instruct better than Solar Pro4?

Solar Pro4 is the stronger model overall, scoring 42.1 to 39.4 on the Noometry Index.

Is Olmo 3.1 32b Instruct or Solar Pro4 better for coding?

They score almost the same on coding (39.5 vs 40.1); test both on your own repository before choosing.

How many benchmarks do Olmo 3.1 32b Instruct and Solar Pro4 share?

16 benchmarks have published results for both models. Olmo 3.1 32b Instruct has 16 scored results on Noometry and Solar Pro4 has 18.

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