Model comparison

Granite 3.1 8b Instruct vs Muse Spark

Muse Spark is the stronger model overall, scoring 50.3 to 31.8 on the Noometry Index.

Last verified . 12 shared benchmarks.

Granite 3.1 8b Instruct IBM

31.8

Rank #256 Confirmed

Muse Spark Meta

50.3

Rank #41 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Granite 3.1 8b Instruct scores higher in 0 categories and Muse Spark in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Muse Spark leads 65.7 to 30.6.
  • Granite 3.1 8b Instruct has downloadable open weights; the other is API-only.

Side by side

Granite 3.1 8b Instruct and Muse Spark specifications
Granite 3.1 8b InstructMuse Spark
ProviderIBMMeta
Noometry Index31.850.3
Released—2026-04-08
WeightsOpenProprietary
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked1327

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Category by category

Coding Muse Spark leads

Granite 3.1 8b Instruct: 33.9 (#232), Muse Spark: 45.6 (#65)

Coding benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Coding11861482
SciCode—51.5%

Agentic & Tool Use Not comparable

Granite 3.1 8b Instruct: 23.9 (#113), Muse Spark: —

Agentic & Tool Use benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
Berkeley Function Calling Leaderboard27.1%—

Reasoning Muse Spark leads

Granite 3.1 8b Instruct: 21.2 (#204), Muse Spark: 34.9 (#61)

Reasoning benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Hard Prompts11461475
CritPt—11.3%
Epoch Capabilities Index—152.09

Math Muse Spark leads

Granite 3.1 8b Instruct: 30.4 (#210), Muse Spark: 46.8 (#57)

Math benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Math11521455
OTIS Mock AIME 2024-2025—88.9%
ProofBench—17%
FrontierMath (Feb 2025 set)—39%
FrontierMath Tier 4 (v1)—14.6%

Knowledge Muse Spark leads

Granite 3.1 8b Instruct: 30.6 (#218), Muse Spark: 65.7 (#12)

Knowledge benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Expert11421458
GPQA Diamond—89.8%
Humanity's Last Exam—40.6%

Multimodal Not comparable

Granite 3.1 8b Instruct: —, Muse Spark: 42.7 (#23)

Multimodal benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Vision—1306
LMArena Document—1444

Multilingual Muse Spark leads

Granite 3.1 8b Instruct: 31.1 (#255), Muse Spark: 56.3 (#23)

Multilingual benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Non-English10991464
LMArena Chinese11451507
LMArena Russian10921467
LMArena French—1497
LMArena German—1497
LMArena Korean—1457
LMArena Spanish—1471

Instruction Following Muse Spark leads

Granite 3.1 8b Instruct: 58.9 (#254), Muse Spark: 76.1 (#47)

Instruction Following benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Instruction Following11311443

Long Context Muse Spark leads

Granite 3.1 8b Instruct: 35.2 (#236), Muse Spark: 44.4 (#65)

Long Context benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Longer Query11621451

Writing & Preference Muse Spark leads

Granite 3.1 8b Instruct: 35.7 (#261), Muse Spark: 66.2 (#37)

Writing & Preference benchmarks
BenchmarkGranite 3.1 8b InstructMuse Spark
LMArena Text11501474
LMArena Creative Writing11291460
LMArena Multi-Turn11081477

Frequently asked questions

Is Granite 3.1 8b Instruct better than Muse Spark?

Muse Spark is the stronger model overall, scoring 50.3 to 31.8 on the Noometry Index.

Is Granite 3.1 8b Instruct or Muse Spark better for coding?

Muse Spark scores higher on coding benchmarks: 45.6 versus 33.9 in the Noometry coding category.

How many benchmarks do Granite 3.1 8b Instruct and Muse Spark share?

12 benchmarks have published results for both models. Granite 3.1 8b Instruct has 13 scored results on Noometry and Muse Spark has 27.

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