Model comparison

Mistral Small 3.1 vs Muse Spark 1.2

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 31.7 on the Noometry Index. Mistral Small 3.1 costs 5.0× less per token, which makes it the better buy when Muse Spark 1.2's lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

Mistral Small 3.1 Mistral AI

31.7

Rank #269 Confirmed

Muse Spark 1.2 Meta

50.3

Rank #48 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Mistral Small 3.1 scores higher in 0 categories and Muse Spark 1.2 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Muse Spark 1.2 leads 72.3 to 37.0.
  • Mistral Small 3.1 is cheaper at $0.35 / $0.56 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 128K.
  • Mistral Small 3.1 has downloadable open weights; the other is API-only.

Side by side

Mistral Small 3.1 and Muse Spark 1.2 specifications
Mistral Small 3.1Muse Spark 1.2
ProviderMistral AIMeta
Noometry Index31.750.3
Released2025-03-172026-08-05
WeightsOpenProprietary
Context window128K1.05M
Max output102K131K
Input $ / M tokens$0.35$1.25
Output $ / M tokens$0.56$4.25
Results tracked2831

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Category by category

Coding Muse Spark 1.2 leads

Mistral Small 3.1: 38.3 (#179), Muse Spark 1.2: 49.2 (#51)

Coding benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Coding13091495
DeepSWE—54.9%
LMArena WebDev—1533
FrontierSWE—12%
SciCode—56.4%
WeirdML—60.3%

Agentic & Tool Use Not comparable

Mistral Small 3.1: —, Muse Spark 1.2: 29.4 (#87)

Agentic & Tool Use benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
APEX-Agents—36.4%
GDP.pdf—16%

Reasoning Muse Spark 1.2 leads

Mistral Small 3.1: 19.7 (#254), Muse Spark 1.2: 51.3 (#34)

Reasoning benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Hard Prompts12781486
Epoch Capabilities Index127.48154.87
SimpleBench—74.5%
NYT Connections (extended)—79.2%
CritPt—17.7%
Chess Puzzles1%—
DTBench—94.7%
LMCA—48.4%

Math Muse Spark 1.2 leads

Mistral Small 3.1: 14.7 (#301), Muse Spark 1.2: 46.4 (#70)

Math benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Math12621471
OTIS Mock AIME 2024-20253.9%—
ProofBench—43%
Omni-MATH24.8%—

Knowledge Muse Spark 1.2 leads

Mistral Small 3.1: 22.6 (#271), Muse Spark 1.2: 54.1 (#53)

Knowledge benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Expert12571480
GPQA Diamond41.9%—
SimpleQA Verified—60.3%
MMLU-Pro61%—
GPQA (HELM)39.2%—

Multimodal Muse Spark 1.2 leads

Mistral Small 3.1: 33.2 (#99), Muse Spark 1.2: 43.4 (#25)

Multimodal benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Vision11361305

Multilingual Muse Spark 1.2 leads

Mistral Small 3.1: 41.2 (#209), Muse Spark 1.2: 57.1 (#11)

Multilingual benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Non-English12551478
LMArena Chinese12531511
LMArena French12731513
LMArena Russian12631487
LMArena Spanish12831498
LMArena German1266—
LMArena Japanese1208—
LMArena Korean1206—

Instruction Following Muse Spark 1.2 leads

Mistral Small 3.1: 63.6 (#230), Muse Spark 1.2: 76.7 (#36)

Instruction Following benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Instruction Following12641461
IFEval75%—

Long Context Muse Spark 1.2 leads

Mistral Small 3.1: 39.5 (#178), Muse Spark 1.2: 45.2 (#48)

Long Context benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Longer Query12991475

Writing & Preference Muse Spark 1.2 leads

Mistral Small 3.1: 37.0 (#259), Muse Spark 1.2: 72.3 (#14)

Writing & Preference benchmarks
BenchmarkMistral Small 3.1Muse Spark 1.2
LMArena Text12771482
LMArena Creative Writing12531449
EQ-Bench Creative Writing7611840
LMArena Multi-Turn12701494
WildBench78.8%—

Frequently asked questions

Is Mistral Small 3.1 better than Muse Spark 1.2?

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 31.7 on the Noometry Index. Mistral Small 3.1 costs 5.0× 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, Mistral Small 3.1 or Muse Spark 1.2?

Mistral Small 3.1 is cheaper. It lists at $0.35 per million input tokens and $0.56 per million output tokens; Muse Spark 1.2 lists at $1.25 and $4.25.

Is Mistral Small 3.1 or Muse Spark 1.2 better for coding?

Muse Spark 1.2 scores higher on coding benchmarks: 49.2 versus 38.3 in the Noometry coding category.

Which has the bigger context window?

Muse Spark 1.2 does, with 1.05M tokens against 128K.

How many benchmarks do Mistral Small 3.1 and Muse Spark 1.2 share?

17 benchmarks have published results for both models. Mistral Small 3.1 has 28 scored results on Noometry and Muse Spark 1.2 has 31.

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