Model comparison

Muse Spark 1.2 vs Phi 3 Mini 128k Instruct

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 29.7 on the Noometry Index.

Last verified . 14 shared benchmarks.

Muse Spark 1.2 Meta

50.3

Rank #48 Confirmed

Phi 3 Mini 128k Instruct Microsoft

29.7

Rank #305 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Muse Spark 1.2 scores higher in 8 categories and Phi 3 Mini 128k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Muse Spark 1.2 leads 72.3 to 27.1.
  • Phi 3 Mini 128k Instruct has downloadable open weights; the other is API-only.

Side by side

Muse Spark 1.2 and Phi 3 Mini 128k Instruct specifications
Muse Spark 1.2Phi 3 Mini 128k Instruct
ProviderMetaMicrosoft
Noometry Index50.329.7
Released2026-08-052024-04-23
WeightsProprietaryOpen
Context window1.05M—
Max output131K—
Input $ / M tokens$1.25—
Output $ / M tokens$4.25—
Results tracked3119

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Category by category

Coding Muse Spark 1.2 leads

Muse Spark 1.2: 49.2 (#51), Phi 3 Mini 128k Instruct: 28.8 (#312)

Coding benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Coding14951039
DeepSWE54.9%—
LMArena WebDev1533—
FrontierSWE12%—
SciCode56.4%—
WeirdML60.3%—
BigCodeBench Instruct—29.6%
BigCodeBench Complete—40.6%

Agentic & Tool Use Not comparable

Muse Spark 1.2: 29.4 (#87), Phi 3 Mini 128k Instruct: —

Agentic & Tool Use benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
APEX-Agents36.4%—
GDP.pdf16%—

Reasoning Muse Spark 1.2 leads

Muse Spark 1.2: 51.3 (#34), Phi 3 Mini 128k Instruct: 19.6 (#256)

Reasoning benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Hard Prompts14861028
SimpleBench74.5%—
NYT Connections (extended)79.2%—
CritPt17.7%—
DTBench94.7%—
LMCA48.4%—
Epoch Capabilities Index154.87—

Math Muse Spark 1.2 leads

Muse Spark 1.2: 46.4 (#70), Phi 3 Mini 128k Instruct: 31.6 (#222)

Math benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Math14711089
ProofBench43%—

Knowledge Muse Spark 1.2 leads

Muse Spark 1.2: 54.1 (#53), Phi 3 Mini 128k Instruct: 26.8 (#254)

Knowledge benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Expert1480984
SimpleQA Verified60.3%—

Multimodal Not comparable

Muse Spark 1.2: 43.4 (#25), Phi 3 Mini 128k Instruct: —

Multimodal benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Vision1305—

Multilingual Muse Spark 1.2 leads

Muse Spark 1.2: 57.1 (#11), Phi 3 Mini 128k Instruct: 25.2 (#285)

Multilingual benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Non-English14781000
LMArena Chinese15111016
LMArena French15131039
LMArena Russian14871004
LMArena Spanish14981059
LMArena German—1006
LMArena Japanese—899
LMArena Korean—856

Instruction Following Muse Spark 1.2 leads

Muse Spark 1.2: 76.7 (#36), Phi 3 Mini 128k Instruct: 51.8 (#294)

Instruction Following benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Instruction Following14611023

Long Context Muse Spark 1.2 leads

Muse Spark 1.2: 45.2 (#48), Phi 3 Mini 128k Instruct: 30.4 (#289)

Long Context benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Longer Query1475996

Writing & Preference Muse Spark 1.2 leads

Muse Spark 1.2: 72.3 (#14), Phi 3 Mini 128k Instruct: 27.1 (#301)

Writing & Preference benchmarks
BenchmarkMuse Spark 1.2Phi 3 Mini 128k Instruct
LMArena Text14821050
LMArena Creative Writing14491024
LMArena Multi-Turn1494989
EQ-Bench Creative Writing1840—

Frequently asked questions

Is Muse Spark 1.2 better than Phi 3 Mini 128k Instruct?

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 29.7 on the Noometry Index.

Is Muse Spark 1.2 or Phi 3 Mini 128k Instruct better for coding?

Muse Spark 1.2 scores higher on coding benchmarks: 49.2 versus 28.8 in the Noometry coding category.

How many benchmarks do Muse Spark 1.2 and Phi 3 Mini 128k Instruct share?

14 benchmarks have published results for both models. Muse Spark 1.2 has 31 scored results on Noometry and Phi 3 Mini 128k Instruct has 19.

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