Model comparison

Grok 4.20 (Non-Reasoning) vs Muse Spark

Muse Spark is the stronger model overall, scoring 50.6 to 48.6 on the Noometry Index.

Last verified . 22 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Muse Spark Meta

50.6

Rank #46 Confirmed

Summary

  • They share 22 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 3 categories and Muse Spark in 6 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 35.9.

Side by side

Grok 4.20 (Non-Reasoning) and Muse Spark specifications
Grok 4.20 (Non-Reasoning)Muse Spark
ProviderxAIMeta
Noometry Index48.650.6
Released2026-02-172026-04-08
WeightsProprietaryProprietary
Context window1M—
Max output30K—
Input $ / M tokens$1.25—
Output $ / M tokens$2.50—
Results tracked4627

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Category by category

Coding Muse Spark leads

Grok 4.20 (Non-Reasoning): 42.1 (#112), Muse Spark: 46.2 (#69)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Coding14591481
LMArena WebDev1375—
SciCode—51.5%
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Not comparable

Grok 4.20 (Non-Reasoning): 34.4 (#46), Muse Spark: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
Terminal-Bench57.3%—
τ²-bench Banking18%—
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.3 (#32), Muse Spark: 35.9 (#67)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Hard Prompts14511474
Epoch Capabilities Index151.98152.04
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
NYT Connections (extended)85.4%—
ARC-AGI-189.5%—
CritPt—11.3%
Chess Puzzles24%—
Thematic Generalization63.8%—
DTBench90.1%—
LMCA38.7%—
ForecastBench61.4—

Math Too close to call

Grok 4.20 (Non-Reasoning): 48.2 (#65), Muse Spark: 47.8 (#66)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
OTIS Mock AIME 2024-202592.2%88.9%
ProofBench14%17%
LMArena Math14551455
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
FrontierMath (Feb 2025 set)—39%
FrontierMath Tier 4 (v1)—14.6%

Knowledge Muse Spark leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), Muse Spark: 65.7 (#13)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
GPQA Diamond89.3%89.8%
LMArena Expert14391457
Humanity's Last Exam—40.6%
SimpleQA Verified30.2%—

Multimodal Muse Spark leads

Grok 4.20 (Non-Reasoning): 33.3 (#98), Muse Spark: 43.4 (#24)

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Vision12631306
LMArena Document14161444
Blueprint-Bench 20%—

Multilingual Muse Spark leads

Grok 4.20 (Non-Reasoning): 54.5 (#40), Muse Spark: 56.1 (#24)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Non-English14411464
LMArena Chinese14811509
LMArena French14761497
LMArena German14651497
LMArena Korean14171459
LMArena Russian14581466
LMArena Spanish14431472
LMArena Japanese1449—

Instruction Following Muse Spark leads

Grok 4.20 (Non-Reasoning): 74.8 (#83), Muse Spark: 75.9 (#51)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Instruction Following14201442

Long Context Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 45.5 (#34), Muse Spark: 44.4 (#69)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Longer Query14371451
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Too close to call

Grok 4.20 (Non-Reasoning): 65.7 (#44), Muse Spark: 66.0 (#39)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Muse Spark
LMArena Text14511474
LMArena Creative Writing14381459
LMArena Multi-Turn14561477
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Muse Spark?

Muse Spark is the stronger model overall, scoring 50.6 to 48.6 on the Noometry Index.

Is Grok 4.20 (Non-Reasoning) or Muse Spark better for coding?

Muse Spark scores higher on coding benchmarks: 46.2 versus 42.1 in the Noometry coding category.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Muse Spark share?

22 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Muse Spark has 27.

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