Model comparison

Gemini 3 Flash Preview vs Muse Spark 1.1

Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 49.9 on the Noometry Index.

Last verified . 29 shared benchmarks.

Gemini 3 Flash Preview Google

52.3

Rank #40 Confirmed

Muse Spark 1.1 Meta

49.9

Rank #51 Confirmed

Summary

  • They share 29 benchmarks with published results for both. Gemini 3 Flash Preview scores higher in 5 categories and Muse Spark 1.1 in 5 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Muse Spark 1.1 leads 73.4 to 65.5.
  • The biggest single-benchmark swing is ProofBench: 15% for Gemini 3 Flash Preview and 39% for Muse Spark 1.1.
  • Gemini 3 Flash Preview is cheaper at $0.50 / $3 per million input/output tokens, against $1.25 / $4.25 for Muse Spark 1.1.

Side by side

Gemini 3 Flash Preview and Muse Spark 1.1 specifications
Gemini 3 Flash PreviewMuse Spark 1.1
ProviderGoogleMeta
Noometry Index52.349.9
Released2025-12-172026-04-08
WeightsProprietaryProprietary
Context window1.05M1.05M
Max output66K131K
Input $ / M tokens$0.50$1.25
Output $ / M tokens$3$4.25
Results tracked5937

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Category by category

Coding Too close to call

Gemini 3 Flash Preview: 50.9 (#42), Muse Spark 1.1: 51.3 (#40)

Coding benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena WebDev14391542
LMArena Coding14601498
SWE-bench Verified75.4%—
DeepSWE—53.3%
SWE-bench Verified (bash only)75.8%—
SWE-bench Multilingual72.7%—
SciCode—58.8%
GSO9.8%—
WeirdML61.6%—
ALE-Bench1,367—

Agentic & Tool Use Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 38.7 (#29), Muse Spark 1.1: 30.8 (#73)

Agentic & Tool Use benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
τ²-bench Banking27.3%40.5%
GDP.pdf10%15%
Vending-Bench 23,6356,520
Terminal-Bench64.3%—
APEX-Agents—31.8%
τ²-bench Airline82.5%—
τ²-bench Retail76.8%—
τ²-bench Telecom91.2%—
DeepResearch Bench49.8%—
BALROG48.1%—
GBAEval—7.9%
LMArena Search1198—

Reasoning Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 49.2 (#37), Muse Spark 1.1: 47.1 (#44)

Reasoning benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
NYT Connections (extended)83.1%84.9%
LMArena Hard Prompts14651486
DTBench89.1%94.4%
LMCA43.1%49.9%
Epoch Capabilities Index151.8154.21
ARC-AGI-233.6%—
SimpleBench61.1%—
ARC-AGI-184.7%—
CritPt—15.1%
Chess Puzzles40%—
Mystery Game Puzzles26%—
Surface Evolver Bench—52.5%
ForecastBench58.5—

Math Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 51.7 (#55), Muse Spark 1.1: 45.5 (#76)

Math benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
ProofBench15%39%
LMArena Math14731483
FrontierMath (Tiers 1-3)51.2%—
FrontierMath Tier 417.1%—
MathArena Final-Answer Competitions67.6%—
OTIS Mock AIME 2024-202595.6%—
FrontierMath (Feb 2025 set)35.6%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 58.8 (#33), Muse Spark 1.1: 53.1 (#59)

Knowledge benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
SimpleQA Verified66.8%57.8%
LMArena Expert14621478
GPQA Diamond89.4%—
Vectara Hallucination Rate13.5%—

Multimodal Gemini 3 Flash Preview leads

Gemini 3 Flash Preview: 45.5 (#16), Muse Spark 1.1: 42.6 (#29)

Multimodal benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena Vision12851293
LMArena Document14131465
GeoBench88%—
VPCT72.6%—
Blueprint-Bench 20%—

Multilingual Too close to call

Gemini 3 Flash Preview: 55.7 (#27), Muse Spark 1.1: 56.7 (#17)

Multilingual benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena Non-English14581472
LMArena Chinese15111518
LMArena French14771494
LMArena German14971466
LMArena Japanese14891451
LMArena Korean14431458
LMArena Russian14801483
LMArena Spanish14691464

Instruction Following Too close to call

Gemini 3 Flash Preview: 75.7 (#56), Muse Spark 1.1: 76.5 (#39)

Instruction Following benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena Instruction Following14371457

Long Context Too close to call

Gemini 3 Flash Preview: 44.4 (#67), Muse Spark 1.1: 44.8 (#58)

Long Context benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena Longer Query14521462

Writing & Preference Muse Spark 1.1 leads

Gemini 3 Flash Preview: 65.5 (#45), Muse Spark 1.1: 73.4 (#11)

Writing & Preference benchmarks
BenchmarkGemini 3 Flash PreviewMuse Spark 1.1
LMArena Text14661479
LMArena Creative Writing14571437
LMArena Multi-Turn14711485
EQ-Bench Creative Writing—1927
EQ-Bench 4—1260

Frequently asked questions

Is Gemini 3 Flash Preview better than Muse Spark 1.1?

Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 49.9 on the Noometry Index.

Which is cheaper, Gemini 3 Flash Preview or Muse Spark 1.1?

Gemini 3 Flash Preview is cheaper. It lists at $0.50 per million input tokens and $3 per million output tokens; Muse Spark 1.1 lists at $1.25 and $4.25.

Is Gemini 3 Flash Preview or Muse Spark 1.1 better for coding?

They score almost the same on coding (50.9 vs 51.3); test both on your own repository before choosing.

Which has the bigger context window?

Both accept 1.05M tokens.

How many benchmarks do Gemini 3 Flash Preview and Muse Spark 1.1 share?

29 benchmarks have published results for both models. Gemini 3 Flash Preview has 59 scored results on Noometry and Muse Spark 1.1 has 37.

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