Model comparison

Gemini 3 Pro vs Muse Glimmer

Gemini 3 Pro is the stronger model overall, scoring 54.8 to 41.7 on the Noometry Index.

Last verified . 14 shared benchmarks.

Gemini 3 Pro Google

54.8

Rank #28 Confirmed

Muse Glimmer Meta

41.7

Rank #131 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Gemini 3 Pro scores higher in 8 categories and Muse Glimmer in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Gemini 3 Pro leads 52.5 to 25.7.
  • Muse Glimmer has downloadable open weights; the other is API-only.

Side by side

Gemini 3 Pro and Muse Glimmer specifications
Gemini 3 ProMuse Glimmer
ProviderGoogleMeta
Noometry Index54.841.7
Released2025-11-182026-08-10
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked6715

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Category by category

Coding Gemini 3 Pro leads

Gemini 3 Pro: 51.6 (#39), Muse Glimmer: 40.4 (#142)

Coding benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena WebDev14401355
LMArena Coding14811416
SWE-bench Verified72.9%—
SWE-bench Verified (bash only)74.2%—
SWE-bench Multilingual68.7%—
SciCode—44.9%
GSO18.6%—
WeirdML69.9%—
ALE-Bench1,177—
AlgoTune1.83—

Agentic & Tool Use Not comparable

Gemini 3 Pro: 40.6 (#23), Muse Glimmer: —

Agentic & Tool Use benchmarks
BenchmarkGemini 3 ProMuse Glimmer
Terminal-Bench69.4%—
Berkeley Function Calling Leaderboard72.5%—
GDPval40.3%—
Remote Labor Index1.3%—
τ²-bench Airline80.5%—
τ²-bench Banking18%—
τ²-bench Retail75.9%—
τ²-bench Telecom91%—
DeepResearch Bench46.3%—
BALROG58.1%—
LMArena Search1207—
METR Time Horizons71%—
Vending-Bench 25,478—

Reasoning Gemini 3 Pro leads

Gemini 3 Pro: 52.5 (#31), Muse Glimmer: 25.7 (#144)

Reasoning benchmarks
BenchmarkGemini 3 ProMuse Glimmer
CritPt6.9%2.6%
LMArena Hard Prompts14801396
ARC-AGI-231.1%—
SimpleBench76.4%—
Kagi LLM Benchmark80.1%—
NYT Connections (extended)94.4%—
ARC-AGI-175%—
Chess Puzzles31%—
EnigmaEval18.2%—
Epoch Capabilities Index152.92—
ForecastBench61.2—

Math Gemini 3 Pro leads

Gemini 3 Pro: 49.9 (#59), Muse Glimmer: 38.8 (#125)

Math benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Math14761417
MathArena Final-Answer Competitions67%—
OTIS Mock AIME 2024-202591.4%—
ProofBench20%—
Omni-MATH55.5%—
FrontierMath (Feb 2025 set)37.6%—
FrontierMath Tier 4 (v1)18.8%—

Knowledge Gemini 3 Pro leads

Gemini 3 Pro: 64.4 (#16), Muse Glimmer: 38.5 (#143)

Knowledge benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Expert14751386
GPQA Diamond92.6%—
Humanity's Last Exam37.5%—
MMLU-Pro90.3%—
Vectara Hallucination Rate13.6%—
GPQA (HELM)80.3%—

Multimodal Not comparable

Gemini 3 Pro: 57.6 (#2), Muse Glimmer: —

Multimodal benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Vision1305—
GeoBench84%—
VPCT91%—
LMArena Document1434—

Multilingual Gemini 3 Pro leads

Gemini 3 Pro: 56.9 (#16), Muse Glimmer: 50.5 (#122)

Multilingual benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Non-English14741384
LMArena Chinese15231412
LMArena Russian14931390
LMArena French1492—
LMArena German1515—
LMArena Japanese1510—
LMArena Korean1448—
LMArena Spanish1470—

Instruction Following Gemini 3 Pro leads

Gemini 3 Pro: 76.3 (#45), Muse Glimmer: 72.6 (#135)

Instruction Following benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Instruction Following14581375
IFEval87.7%—

Long Context Gemini 3 Pro leads

Gemini 3 Pro: 44.0 (#79), Muse Glimmer: 42.1 (#129)

Long Context benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Longer Query14711382
CL-bench15.8%—

Writing & Preference Gemini 3 Pro leads

Gemini 3 Pro: 66.4 (#35), Muse Glimmer: 57.5 (#126)

Writing & Preference benchmarks
BenchmarkGemini 3 ProMuse Glimmer
LMArena Text14791389
LMArena Creative Writing14821339
LMArena Multi-Turn14841399
EQ-Bench Creative Writing1525—
WildBench85.9%—

Frequently asked questions

Is Gemini 3 Pro better than Muse Glimmer?

Gemini 3 Pro is the stronger model overall, scoring 54.8 to 41.7 on the Noometry Index.

Is Gemini 3 Pro or Muse Glimmer better for coding?

Gemini 3 Pro scores higher on coding benchmarks: 51.6 versus 40.4 in the Noometry coding category.

How many benchmarks do Gemini 3 Pro and Muse Glimmer share?

14 benchmarks have published results for both models. Gemini 3 Pro has 67 scored results on Noometry and Muse Glimmer has 15.

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