Model comparison

Muse Spark 1.2 vs Qwen3.5-9B

Muse Spark 1.2 is the stronger model overall, scoring 49.8 to 33.3 on the Noometry Index. Qwen3.5-9B costs 18× less per token, which makes it the better buy when Muse Spark 1.2's lead doesn't matter for your workload.

Last verified . 5 shared benchmarks.

Muse Spark 1.2 Meta

49.8

Rank #44 Confirmed

Qwen3.5-9B Alibaba (Qwen)

33.3

Rank #235 Confirmed

Summary

  • They share 5 benchmarks with published results for both. Muse Spark 1.2 scores higher in 5 categories and Qwen3.5-9B in 0 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Muse Spark 1.2 leads 50.4 to 22.5.
  • The biggest single-benchmark swing is SciCode: 56.4% for Muse Spark 1.2 and 27.5% for Qwen3.5-9B.
  • Qwen3.5-9B is cheaper at $0.10 / $0.15 per million input/output tokens, against $1.25 / $4.25 for Muse Spark 1.2.
  • Muse Spark 1.2 accepts more context: 1.05M tokens versus 262K.
  • Qwen3.5-9B has downloadable open weights; the other is API-only.

Side by side

Muse Spark 1.2 and Qwen3.5-9B specifications
Muse Spark 1.2Qwen3.5-9B
ProviderMetaAlibaba (Qwen)
Noometry Index49.833.3
Released2026-08-052026-02-23
WeightsProprietaryOpen
Context window1.05M262K
Max output131K66K
Input $ / M tokens$1.25$0.10
Output $ / M tokens$4.25$0.15
Results tracked2810

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Category by category

Coding Muse Spark 1.2 leads

Muse Spark 1.2: 48.6 (#49), Qwen3.5-9B: 35.3 (#213)

Coding benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
SciCode56.4%27.5%
DeepSWE54.9%—
LMArena WebDev1532—
FrontierSWE12%—
WeirdML60.3%—
LMArena Coding1497—

Agentic & Tool Use Muse Spark 1.2 leads

Muse Spark 1.2: 29.5 (#77), Qwen3.5-9B: 14.4 (#143)

Agentic & Tool Use benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
Terminal-Bench—9.2%
APEX-Agents36.4%—
GDP.pdf16%—

Reasoning Muse Spark 1.2 leads

Muse Spark 1.2: 50.4 (#32), Qwen3.5-9B: 22.5 (#178)

Reasoning benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
CritPt17.7%0.3%
DTBench94.7%71.2%
LMCA48.4%24.5%
Epoch Capabilities Index155.18139.45
SimpleBench74.5%—
NYT Connections (extended)79.2%—
Chess Puzzles—12%
LMArena Hard Prompts1490—

Math Muse Spark 1.2 leads

Muse Spark 1.2: 43.8 (#68), Qwen3.5-9B: 33.5 (#174)

Math benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
MathArena Final-Answer Competitions—48.5%
OTIS Mock AIME 2024-2025—61.7%
ProofBench43%—

Knowledge Muse Spark 1.2 leads

Muse Spark 1.2: 53.9 (#49), Qwen3.5-9B: 46.0 (#77)

Knowledge benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
GPQA Diamond—79%
SimpleQA Verified60.3%—
LMArena Expert1485—

Multimodal Not comparable

Muse Spark 1.2: 42.6 (#24), Qwen3.5-9B: —

Multimodal benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
LMArena Vision1304—

Multilingual Not comparable

Muse Spark 1.2: 57.4 (#10), Qwen3.5-9B: —

Multilingual benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
LMArena Non-English1479—
LMArena Chinese1519—
LMArena Russian1494—

Instruction Following Not comparable

Muse Spark 1.2: 77.1 (#30), Qwen3.5-9B: —

Instruction Following benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
LMArena Instruction Following1466—

Long Context Not comparable

Muse Spark 1.2: 45.4 (#35), Qwen3.5-9B: —

Long Context benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
LMArena Longer Query1483—

Writing & Preference Not comparable

Muse Spark 1.2: 72.6 (#14), Qwen3.5-9B: —

Writing & Preference benchmarks
BenchmarkMuse Spark 1.2Qwen3.5-9B
LMArena Text1486—
LMArena Creative Writing1444—
EQ-Bench Creative Writing1840—
LMArena Multi-Turn1504—

Frequently asked questions

Is Muse Spark 1.2 better than Qwen3.5-9B?

Muse Spark 1.2 is the stronger model overall, scoring 49.8 to 33.3 on the Noometry Index. Qwen3.5-9B costs 18× less per token, which makes it the better buy when Muse Spark 1.2's lead doesn't matter for your workload.

Which is cheaper, Muse Spark 1.2 or Qwen3.5-9B?

Qwen3.5-9B is cheaper. It lists at $0.10 per million input tokens and $0.15 per million output tokens; Muse Spark 1.2 lists at $1.25 and $4.25.

Is Muse Spark 1.2 or Qwen3.5-9B better for coding?

Muse Spark 1.2 scores higher on coding benchmarks: 48.6 versus 35.3 in the Noometry coding category.

Which has the bigger context window?

Muse Spark 1.2 does, with 1.05M tokens against 262K.

How many benchmarks do Muse Spark 1.2 and Qwen3.5-9B share?

5 benchmarks have published results for both models. Muse Spark 1.2 has 28 scored results on Noometry and Qwen3.5-9B has 10.

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