Model comparison

Molmo 2 8b vs Muse Spark 1.2

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 39.1 on the Noometry Index.

Last verified . 5 shared benchmarks.

Muse Spark 1.2 Meta

50.3

Rank #48 Confirmed

Summary

  • They share 5 benchmarks with published results for both. Molmo 2 8b scores higher in 0 categories and Muse Spark 1.2 in 5 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Muse Spark 1.2 leads 51.3 to 25.6.
  • Molmo 2 8b has downloadable open weights; the other is API-only.

Side by side

Molmo 2 8b and Muse Spark 1.2 specifications
Molmo 2 8bMuse Spark 1.2
ProviderAllen Institute for AI (Ai2)Meta
Noometry Index39.150.3
Released—2026-08-05
WeightsOpenProprietary
Context window—1.05M
Max output—131K
Input $ / M tokens—$1.25
Output $ / M tokens—$4.25
Results tracked531

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Category by category

Coding Not comparable

Molmo 2 8b: —, Muse Spark 1.2: 49.2 (#51)

Coding benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
DeepSWE—54.9%
LMArena WebDev—1533
FrontierSWE—12%
SciCode—56.4%
WeirdML—60.3%
LMArena Coding—1495

Agentic & Tool Use Not comparable

Molmo 2 8b: —, Muse Spark 1.2: 29.4 (#87)

Agentic & Tool Use benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
APEX-Agents—36.4%
GDP.pdf—16%

Reasoning Muse Spark 1.2 leads

Molmo 2 8b: 25.6 (#146), Muse Spark 1.2: 51.3 (#34)

Reasoning benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Hard Prompts12871486
SimpleBench—74.5%
NYT Connections (extended)—79.2%
CritPt—17.7%
DTBench—94.7%
LMCA—48.4%
Epoch Capabilities Index—154.87

Math Not comparable

Molmo 2 8b: —, Muse Spark 1.2: 46.4 (#70)

Math benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
ProofBench—43%
LMArena Math—1471

Knowledge Not comparable

Molmo 2 8b: —, Muse Spark 1.2: 54.1 (#53)

Knowledge benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
SimpleQA Verified—60.3%
LMArena Expert—1480

Multimodal Muse Spark 1.2 leads

Molmo 2 8b: 30.2 (#112), Muse Spark 1.2: 43.4 (#25)

Multimodal benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Vision10811305

Multilingual Muse Spark 1.2 leads

Molmo 2 8b: 42.7 (#190), Muse Spark 1.2: 57.1 (#11)

Multilingual benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Non-English12761478
LMArena Chinese—1511
LMArena French—1513
LMArena Russian—1487
LMArena Spanish—1498

Instruction Following Muse Spark 1.2 leads

Molmo 2 8b: 67.0 (#201), Muse Spark 1.2: 76.7 (#36)

Instruction Following benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Instruction Following12701461

Long Context Not comparable

Molmo 2 8b: —, Muse Spark 1.2: 45.2 (#48)

Long Context benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Longer Query—1475

Writing & Preference Muse Spark 1.2 leads

Molmo 2 8b: 49.4 (#191), Muse Spark 1.2: 72.3 (#14)

Writing & Preference benchmarks
BenchmarkMolmo 2 8bMuse Spark 1.2
LMArena Text12881482
LMArena Creative Writing—1449
EQ-Bench Creative Writing—1840
LMArena Multi-Turn—1494

Frequently asked questions

Is Molmo 2 8b better than Muse Spark 1.2?

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 39.1 on the Noometry Index.

How many benchmarks do Molmo 2 8b and Muse Spark 1.2 share?

5 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and Muse Spark 1.2 has 31.

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