Model comparison

Molmo 2 8b vs Nova 2 Lite

Molmo 2 8b and Nova 2 Lite score almost the same on the Noometry Index (39.1 vs 39.7), so choose on price, context window or the category you care about most.

Last verified . 4 shared benchmarks.

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Molmo 2 8b scores higher in 0 categories and Nova 2 Lite in 4 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Nova 2 Lite leads 53.9 to 49.4.
  • Molmo 2 8b has downloadable open weights; the other is API-only.

Side by side

Molmo 2 8b and Nova 2 Lite specifications
Molmo 2 8bNova 2 Lite
ProviderAllen Institute for AI (Ai2)Amazon
Noometry Index39.139.7
Released—2025-12-01
WeightsOpenProprietary
Context window—1M
Max output—64K
Input $ / M tokens—$0.30
Output $ / M tokens—$2.50
Results tracked519

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Category by category

Coding Not comparable

Molmo 2 8b: —, Nova 2 Lite: 40.7 (#134)

Coding benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Coding—1385

Agentic & Tool Use Not comparable

Molmo 2 8b: —, Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
Berkeley Function Calling Leaderboard—27.1%

Reasoning Nova 2 Lite leads

Molmo 2 8b: 25.6 (#146), Nova 2 Lite: 27.5 (#118)

Reasoning benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Hard Prompts12871364

Math Not comparable

Molmo 2 8b: —, Nova 2 Lite: 37.5 (#156)

Math benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Math—1359

Knowledge Not comparable

Molmo 2 8b: —, Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
Vectara Hallucination Rate—5.1%
LMArena Expert—1358

Multimodal Not comparable

Molmo 2 8b: 30.2 (#112), Nova 2 Lite: —

Multimodal benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Vision1081—

Multilingual Nova 2 Lite leads

Molmo 2 8b: 42.7 (#190), Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Non-English12761337
LMArena Chinese—1364
LMArena French—1381
LMArena German—1343
LMArena Japanese—1271
LMArena Korean—1284
LMArena Russian—1343
LMArena Spanish—1373

Instruction Following Nova 2 Lite leads

Molmo 2 8b: 67.0 (#201), Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Instruction Following12701335

Long Context Not comparable

Molmo 2 8b: —, Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Longer Query—1335

Writing & Preference Nova 2 Lite leads

Molmo 2 8b: 49.4 (#191), Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
BenchmarkMolmo 2 8bNova 2 Lite
LMArena Text12881362
LMArena Creative Writing—1291
LMArena Multi-Turn—1338

Frequently asked questions

Is Molmo 2 8b better than Nova 2 Lite?

Molmo 2 8b and Nova 2 Lite score almost the same on the Noometry Index (39.1 vs 39.7), so choose on price, context window or the category you care about most.

How many benchmarks do Molmo 2 8b and Nova 2 Lite share?

4 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and Nova 2 Lite has 19.

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