Model comparison

Kimi K2.5 Instant vs Muse Spark 1.2

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 43.6 on the Noometry Index.

Last verified . 16 shared benchmarks.

Kimi K2.5 Instant Moonshot AI

43.6

Rank #89 Confirmed

Muse Spark 1.2 Meta

50.3

Rank #48 Confirmed

Summary

  • They share 16 benchmarks with published results for both. Kimi K2.5 Instant 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 reasoning, where Muse Spark 1.2 leads 51.3 to 29.7.
  • Kimi K2.5 Instant has downloadable open weights; the other is API-only.

Side by side

Kimi K2.5 Instant and Muse Spark 1.2 specifications
Kimi K2.5 InstantMuse Spark 1.2
ProviderMoonshot AIMeta
Noometry Index43.650.3
Released—2026-08-05
WeightsOpenProprietary
Context window—1.05M
Max output—131K
Input $ / M tokens—$1.25
Output $ / M tokens—$4.25
Results tracked1831

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Category by category

Coding Muse Spark 1.2 leads

Kimi K2.5 Instant: 42.6 (#97), Muse Spark 1.2: 49.2 (#51)

Coding benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena WebDev14041533
LMArena Coding14841495
DeepSWE—54.9%
FrontierSWE—12%
SciCode—56.4%
WeirdML—60.3%

Agentic & Tool Use Not comparable

Kimi K2.5 Instant: —, Muse Spark 1.2: 29.4 (#87)

Agentic & Tool Use benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
APEX-Agents—36.4%
GDP.pdf—16%

Reasoning Muse Spark 1.2 leads

Kimi K2.5 Instant: 29.7 (#90), Muse Spark 1.2: 51.3 (#34)

Reasoning benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Hard Prompts14431486
SimpleBench—74.5%
NYT Connections (extended)—79.2%
CritPt—17.7%
DTBench—94.7%
LMCA—48.4%
Epoch Capabilities Index—154.87

Math Muse Spark 1.2 leads

Kimi K2.5 Instant: 39.4 (#105), Muse Spark 1.2: 46.4 (#70)

Math benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Math14421471
ProofBench—43%

Knowledge Muse Spark 1.2 leads

Kimi K2.5 Instant: 40.2 (#123), Muse Spark 1.2: 54.1 (#53)

Knowledge benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Expert14401480
SimpleQA Verified—60.3%

Multimodal Muse Spark 1.2 leads

Kimi K2.5 Instant: 40.2 (#50), Muse Spark 1.2: 43.4 (#25)

Multimodal benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Vision12541305

Multilingual Muse Spark 1.2 leads

Kimi K2.5 Instant: 52.0 (#94), Muse Spark 1.2: 57.1 (#11)

Multilingual benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Non-English14061478
LMArena Chinese14491511
LMArena French14031513
LMArena Russian14041487
LMArena Spanish14471498
LMArena German1413—
LMArena Korean1378—

Instruction Following Muse Spark 1.2 leads

Kimi K2.5 Instant: 75.3 (#65), Muse Spark 1.2: 76.7 (#36)

Instruction Following benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Instruction Following14301461

Long Context Muse Spark 1.2 leads

Kimi K2.5 Instant: 43.9 (#83), Muse Spark 1.2: 45.2 (#48)

Long Context benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Longer Query14351475

Writing & Preference Muse Spark 1.2 leads

Kimi K2.5 Instant: 60.6 (#95), Muse Spark 1.2: 72.3 (#14)

Writing & Preference benchmarks
BenchmarkKimi K2.5 InstantMuse Spark 1.2
LMArena Text14201482
LMArena Creative Writing13811449
LMArena Multi-Turn14271494
EQ-Bench Creative Writing—1840

Frequently asked questions

Is Kimi K2.5 Instant better than Muse Spark 1.2?

Muse Spark 1.2 is the stronger model overall, scoring 50.3 to 43.6 on the Noometry Index.

Is Kimi K2.5 Instant or Muse Spark 1.2 better for coding?

Muse Spark 1.2 scores higher on coding benchmarks: 49.2 versus 42.6 in the Noometry coding category.

How many benchmarks do Kimi K2.5 Instant and Muse Spark 1.2 share?

16 benchmarks have published results for both models. Kimi K2.5 Instant has 18 scored results on Noometry and Muse Spark 1.2 has 31.

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