Model comparison

Molmo 2 8b vs Qwen3-Coder 480B-A35B Instruct

Molmo 2 8b is the stronger model overall, scoring 38.7 to 37.7 on the Noometry Index.

Last verified . 4 shared benchmarks.

Summary

  • They share 4 benchmarks with published results for both. Molmo 2 8b scores higher in 0 categories and Qwen3-Coder 480B-A35B Instruct in 4 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Qwen3-Coder 480B-A35B Instruct leads 55.5 to 49.5.

Side by side

Molmo 2 8b and Qwen3-Coder 480B-A35B Instruct specifications
Molmo 2 8bQwen3-Coder 480B-A35B Instruct
ProviderAllen Institute for AI (Ai2)Alibaba (Qwen)
Noometry Index38.737.7
Released—2025-04
WeightsOpenOpen
Context window—262K
Max output—66K
Input $ / M tokens—$1.50
Output $ / M tokens—$7.50
Results tracked525

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Category by category

Coding Not comparable

Molmo 2 8b: —, Qwen3-Coder 480B-A35B Instruct: 36.2 (#199)

Coding benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
SWE-bench Verified (bash only)—55.4%
LMArena WebDev—1275
GSO—4.9%
WeirdML—41.2%
LMArena Coding—1413
ALE-Bench—461.45
AlgoTune—1.44

Agentic & Tool Use Not comparable

Molmo 2 8b: —, Qwen3-Coder 480B-A35B Instruct: 23.7 (#116)

Agentic & Tool Use benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
Terminal-Bench—27.2%

Reasoning Too close to call

Molmo 2 8b: 24.5 (#146), Qwen3-Coder 480B-A35B Instruct: 24.7 (#141)

Reasoning benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Hard Prompts12881372
Kagi LLM Benchmark—49.5%

Math Not comparable

Molmo 2 8b: —, Qwen3-Coder 480B-A35B Instruct: 34.9 (#151)

Math benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Math—1364

Knowledge Not comparable

Molmo 2 8b: —, Qwen3-Coder 480B-A35B Instruct: 36.4 (#159)

Knowledge benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Expert—1337

Multimodal Not comparable

Molmo 2 8b: 29.5 (#106), Qwen3-Coder 480B-A35B Instruct: —

Multimodal benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Vision1081—

Multilingual Qwen3-Coder 480B-A35B Instruct leads

Molmo 2 8b: 42.8 (#186), Qwen3-Coder 480B-A35B Instruct: 47.8 (#143)

Multilingual benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Non-English12751345
LMArena Chinese—1356
LMArena French—1394
LMArena German—1324
LMArena Japanese—1309
LMArena Korean—1307
LMArena Russian—1367
LMArena Spanish—1360

Instruction Following Qwen3-Coder 480B-A35B Instruct leads

Molmo 2 8b: 67.2 (#196), Qwen3-Coder 480B-A35B Instruct: 71.8 (#142)

Instruction Following benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Instruction Following12701356

Long Context Not comparable

Molmo 2 8b: —, Qwen3-Coder 480B-A35B Instruct: 42.0 (#126)

Long Context benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Longer Query—1379

Writing & Preference Qwen3-Coder 480B-A35B Instruct leads

Molmo 2 8b: 49.5 (#187), Qwen3-Coder 480B-A35B Instruct: 55.5 (#142)

Writing & Preference benchmarks
BenchmarkMolmo 2 8bQwen3-Coder 480B-A35B Instruct
LMArena Text12881356
LMArena Creative Writing—1333
LMArena Multi-Turn—1365

Frequently asked questions

Is Molmo 2 8b better than Qwen3-Coder 480B-A35B Instruct?

Molmo 2 8b is the stronger model overall, scoring 38.7 to 37.7 on the Noometry Index.

How many benchmarks do Molmo 2 8b and Qwen3-Coder 480B-A35B Instruct share?

4 benchmarks have published results for both models. Molmo 2 8b has 5 scored results on Noometry and Qwen3-Coder 480B-A35B Instruct has 25.

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