Model comparison

Molmo 2 8b vs Solar Pro4

Solar Pro4 is the stronger model overall, scoring 41.5 to 38.7 on the Noometry Index.

Last verified . 4 shared benchmarks.

Solar Pro4 Upstage

41.5

Rank #123 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Molmo 2 8b scores higher in 0 categories and Solar Pro4 in 4 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Solar Pro4 leads 56.7 to 49.5.
  • Molmo 2 8b has downloadable open weights; the other is API-only.

Side by side

Molmo 2 8b and Solar Pro4 specifications
Molmo 2 8bSolar Pro4
ProviderAllen Institute for AI (Ai2)Upstage
Noometry Index38.741.5
Released—2026-08-06
WeightsOpenProprietary
Context window—524K
Max output—131K
Input $ / M tokens—$0.30
Output $ / M tokens—$1.20
Results tracked518

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Category by category

Coding Not comparable

Molmo 2 8b: —, Solar Pro4: 39.9 (#135)

Coding benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena WebDev—1371
LMArena Coding—1439

Reasoning Solar Pro4 leads

Molmo 2 8b: 24.5 (#146), Solar Pro4: 27.3 (#107)

Reasoning benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Hard Prompts12881398

Math Not comparable

Molmo 2 8b: —, Solar Pro4: 36.1 (#129)

Math benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Math—1418

Knowledge Not comparable

Molmo 2 8b: —, Solar Pro4: 39.0 (#128)

Knowledge benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Expert—1421

Multimodal Not comparable

Molmo 2 8b: 29.5 (#106), Solar Pro4: —

Multimodal benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Vision1081—

Multilingual Solar Pro4 leads

Molmo 2 8b: 42.8 (#186), Solar Pro4: 49.0 (#134)

Multilingual benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Non-English12751362
LMArena Chinese—1417
LMArena French—1403
LMArena German—1351
LMArena Japanese—1300
LMArena Korean—1383
LMArena Russian—1360
LMArena Spanish—1408

Instruction Following Solar Pro4 leads

Molmo 2 8b: 67.2 (#196), Solar Pro4: 72.8 (#128)

Instruction Following benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Instruction Following12701376

Long Context Not comparable

Molmo 2 8b: —, Solar Pro4: 42.0 (#125)

Long Context benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Longer Query—1379

Writing & Preference Solar Pro4 leads

Molmo 2 8b: 49.5 (#187), Solar Pro4: 56.7 (#133)

Writing & Preference benchmarks
BenchmarkMolmo 2 8bSolar Pro4
LMArena Text12881386
LMArena Creative Writing—1313
LMArena Multi-Turn—1391

Frequently asked questions

Is Molmo 2 8b better than Solar Pro4?

Solar Pro4 is the stronger model overall, scoring 41.5 to 38.7 on the Noometry Index.

How many benchmarks do Molmo 2 8b and Solar Pro4 share?

4 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and Solar Pro4 has 18.

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