Model comparison

Llama 4 Scout vs Molmo 2 8b

Molmo 2 8b is the stronger model overall, scoring 38.7 to 27.4 on the Noometry Index.

Last verified . 5 shared benchmarks.

Llama 4 Scout Meta

27.4

Rank #323 Confirmed

Summary

  • They share 5 benchmarks with published results for both. Llama 4 Scout scores higher in 1 category and Molmo 2 8b in 4 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Molmo 2 8b leads 24.5 to 9.2.

Side by side

Llama 4 Scout and Molmo 2 8b specifications
Llama 4 ScoutMolmo 2 8b
ProviderMetaAllen Institute for AI (Ai2)
Noometry Index27.438.7
Released2025-04-05—
WeightsOpenOpen
Context window128K—
Max output4K—
Input $ / M tokens$0.10—
Output $ / M tokens$0.30—
Results tracked435

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Category by category

Coding Not comparable

Llama 4 Scout: 19.9 (#334), Molmo 2 8b: —

Coding benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
SWE-bench Verified (bash only)9.1%—
SciCode17%—
LMArena Coding1286—
BigCodeBench Complete43.1%—

Agentic & Tool Use Not comparable

Llama 4 Scout: 24.4 (#109), Molmo 2 8b: —

Agentic & Tool Use benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
Berkeley Function Calling Leaderboard28.1%—

Reasoning Molmo 2 8b leads

Llama 4 Scout: 9.2 (#339), Molmo 2 8b: 24.5 (#146)

Reasoning benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
LMArena Hard Prompts12661288
ARC-AGI-20%—
Kagi LLM Benchmark36.9%—
ARC-AGI-10.5%—
CritPt0%—
DTBench57.9%—
LMCA12%—
Epoch Capabilities Index129.64—
ForecastBench57.5—

Math Not comparable

Llama 4 Scout: 18.4 (#280), Molmo 2 8b: —

Math benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
OTIS Mock AIME 2024-20257.8%—
Omni-MATH37.3%—
LMArena Math1286—
MATH Level 562.3%—
FrontierMath (Feb 2025 set)0%—

Knowledge Not comparable

Llama 4 Scout: 31.8 (#208), Molmo 2 8b: —

Knowledge benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
GPQA Diamond51.8%—
MMLU-Pro74.2%—
Vectara Hallucination Rate7.7%—
GPQA (HELM)50.7%—
LMArena Expert1236—

Multimodal Llama 4 Scout leads

Llama 4 Scout: 31.6 (#98), Molmo 2 8b: 29.5 (#106)

Multimodal benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
LMArena Vision11181081
SpatialViz-Bench34.2%—

Multilingual Molmo 2 8b leads

Llama 4 Scout: 41.3 (#207), Molmo 2 8b: 42.8 (#186)

Multilingual benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
LMArena Non-English12531275
LMArena Chinese1256—
LMArena French1283—
LMArena German1274—
LMArena Japanese1209—
LMArena Korean1207—
LMArena Russian1263—
LMArena Spanish1277—

Instruction Following Molmo 2 8b leads

Llama 4 Scout: 66.0 (#212), Molmo 2 8b: 67.2 (#196)

Instruction Following benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
LMArena Instruction Following12481270
IFEval81.8%—

Long Context Not comparable

Llama 4 Scout: 27.5 (#289), Molmo 2 8b: —

Long Context benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
Fiction.LiveBench36%—
LMArena Longer Query1265—

Writing & Preference Molmo 2 8b leads

Llama 4 Scout: 37.1 (#256), Molmo 2 8b: 49.5 (#187)

Writing & Preference benchmarks
BenchmarkLlama 4 ScoutMolmo 2 8b
LMArena Text12791288
LMArena Creative Writing1249—
EQ-Bench Creative Writing783—
WildBench78%—
LMArena Multi-Turn1281—

Frequently asked questions

Is Llama 4 Scout better than Molmo 2 8b?

Molmo 2 8b is the stronger model overall, scoring 38.7 to 27.4 on the Noometry Index.

How many benchmarks do Llama 4 Scout and Molmo 2 8b share?

5 benchmarks have published results for both models. Llama 4 Scout has 43 scored results on Noometry and Molmo 2 8b has 5.

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