Model comparison

Molmo 2 8b vs Step 3.7 Flash

Molmo 2 8b is the stronger model overall, scoring 39.1 to 37.3 on the Noometry Index.

Last verified . 0 shared benchmarks.

Step 3.7 Flash StepFun

37.3

Rank #207 Reported

Summary

  • The widest gap is in reasoning, where Molmo 2 8b leads 25.6 to 21.6.

Side by side

Molmo 2 8b and Step 3.7 Flash specifications
Molmo 2 8bStep 3.7 Flash
ProviderAllen Institute for AI (Ai2)StepFun
Noometry Index39.137.3
Released—2026-05-29
WeightsOpenOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.18
Output $ / M tokens—$1.11
Results tracked55

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Category by category

Coding Not comparable

Molmo 2 8b: —, Step 3.7 Flash: 40.0 (#150)

Coding benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
SciCode—40%
ALE-Bench—694.12

Reasoning Molmo 2 8b leads

Molmo 2 8b: 25.6 (#146), Step 3.7 Flash: 21.6 (#219)

Reasoning benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
NYT Connections (extended)—39.7%
CritPt—2.3%
LMArena Hard Prompts1287—

Math Not comparable

Molmo 2 8b: —, Step 3.7 Flash: 42.9 (#82)

Math benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
MathArena Final-Answer Competitions—68.5%

Multimodal Not comparable

Molmo 2 8b: 30.2 (#112), Step 3.7 Flash: —

Multimodal benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
LMArena Vision1081—

Multilingual Not comparable

Molmo 2 8b: 42.7 (#190), Step 3.7 Flash: —

Multilingual benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
LMArena Non-English1276—

Instruction Following Not comparable

Molmo 2 8b: 67.0 (#201), Step 3.7 Flash: —

Instruction Following benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
LMArena Instruction Following1270—

Writing & Preference Not comparable

Molmo 2 8b: 49.4 (#191), Step 3.7 Flash: —

Writing & Preference benchmarks
BenchmarkMolmo 2 8bStep 3.7 Flash
LMArena Text1288—

Frequently asked questions

Is Molmo 2 8b better than Step 3.7 Flash?

Molmo 2 8b is the stronger model overall, scoring 39.1 to 37.3 on the Noometry Index.

How many benchmarks do Molmo 2 8b and Step 3.7 Flash share?

0 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and Step 3.7 Flash has 5.

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