Model comparison

Olmo 3.1 32b Think vs Solar Pro4

Solar Pro4 is the stronger model overall, scoring 41.5 to 37.3 on the Noometry Index.

Last verified . 15 shared benchmarks.

Solar Pro4 Upstage

41.5

Rank #123 Confirmed

Summary

  • They share 15 benchmarks with published results for both. Olmo 3.1 32b Think scores higher in 0 categories and Solar Pro4 in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in multilingual, where Solar Pro4 leads 49.0 to 38.3.
  • Olmo 3.1 32b Think has downloadable open weights; the other is API-only.

Side by side

Olmo 3.1 32b Think and Solar Pro4 specifications
Olmo 3.1 32b ThinkSolar Pro4
ProviderAllen Institute for AI (Ai2)Upstage
Noometry Index37.341.5
Released—2026-08-06
WeightsOpenProprietary
Context window—524K
Max output—131K
Input $ / M tokens—$0.30
Output $ / M tokens—$1.20
Results tracked1518

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Category by category

Coding Solar Pro4 leads

Olmo 3.1 32b Think: 37.1 (#186), Solar Pro4: 39.9 (#135)

Coding benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Coding12921439
LMArena WebDev—1371

Reasoning Solar Pro4 leads

Olmo 3.1 32b Think: 24.1 (#151), Solar Pro4: 27.3 (#107)

Reasoning benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Hard Prompts12721398

Math Solar Pro4 leads

Olmo 3.1 32b Think: 33.6 (#170), Solar Pro4: 36.1 (#129)

Math benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Math13051418

Knowledge Solar Pro4 leads

Olmo 3.1 32b Think: 35.0 (#178), Solar Pro4: 39.0 (#128)

Knowledge benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Expert12941421

Multilingual Solar Pro4 leads

Olmo 3.1 32b Think: 38.3 (#226), Solar Pro4: 49.0 (#134)

Multilingual benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Non-English12101362
LMArena Chinese12411417
LMArena French12621403
LMArena German12601351
LMArena Russian11931360
LMArena Spanish12881408
LMArena Japanese—1300
LMArena Korean—1383

Instruction Following Solar Pro4 leads

Olmo 3.1 32b Think: 65.8 (#213), Solar Pro4: 72.8 (#128)

Instruction Following benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Instruction Following12461376

Long Context Solar Pro4 leads

Olmo 3.1 32b Think: 38.6 (#190), Solar Pro4: 42.0 (#125)

Long Context benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Longer Query12721379

Writing & Preference Solar Pro4 leads

Olmo 3.1 32b Think: 46.4 (#215), Solar Pro4: 56.7 (#133)

Writing & Preference benchmarks
BenchmarkOlmo 3.1 32b ThinkSolar Pro4
LMArena Text12711386
LMArena Creative Writing12261313
LMArena Multi-Turn12521391

Frequently asked questions

Is Olmo 3.1 32b Think better than Solar Pro4?

Solar Pro4 is the stronger model overall, scoring 41.5 to 37.3 on the Noometry Index.

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

Solar Pro4 scores higher on coding benchmarks: 39.9 versus 37.1 in the Noometry coding category.

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

15 benchmarks have published results for both models. Olmo 3.1 32b Think has 15 scored results on Noometry and Solar Pro4 has 18.

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