Model comparison

GPT-5.2 vs Muse Glimmer

GPT-5.2 is the stronger model overall, scoring 54.1 to 41.3 on the Noometry Index.

Last verified . 13 shared benchmarks.

GPT-5.2 OpenAI

54.1

Rank #31 Confirmed

Muse Glimmer Meta

41.3

Rank #128 Confirmed

Summary

  • They share 13 benchmarks with published results for both. GPT-5.2 scores higher in 8 categories and Muse Glimmer in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.2 leads 59.8 to 36.1.
  • Muse Glimmer has downloadable open weights; the other is API-only.

Side by side

GPT-5.2 and Muse Glimmer specifications
GPT-5.2Muse Glimmer
ProviderOpenAIMeta
Noometry Index54.141.3
Released2025-12-11—
WeightsProprietaryOpen
Context window400K—
Max output128K—
Input $ / M tokens$1.75—
Output $ / M tokens$14—
Results tracked6713

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Category by category

Coding GPT-5.2 leads

GPT-5.2: 52.2 (#32), Muse Glimmer: 38.7 (#157)

Coding benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena WebDev14151355
LMArena Coding14471417
SWE-bench Verified73.8%—
SWE-bench Verified (bash only)72.8%—
SWE-bench Multilingual66.7%—
GSO27.4%—
WeirdML72.2%—
ALE-Bench1,294—
AlgoTune2.05—

Agentic & Tool Use Not comparable

GPT-5.2: 40.0 (#24), Muse Glimmer: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.2Muse Glimmer
Terminal-Bench64.9%—
Berkeley Function Calling Leaderboard55.9%—
GDPval49.7%—
Remote Labor Index2.5%—
τ²-bench Airline83%—
τ²-bench Banking32.2%—
τ²-bench Retail81.6%—
τ²-bench Telecom89.7%—
DeepResearch Bench41.1%—
LMArena Search1207—
METR Time Horizons75.3%—
Vending-Bench 23,591—

Reasoning GPT-5.2 leads

GPT-5.2: 50.1 (#33), Muse Glimmer: 27.2 (#111)

Reasoning benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Hard Prompts14451395
ARC-AGI-252.9%—
SimpleBench45.8%—
Kagi LLM Benchmark73.3%—
NYT Connections (extended)83.6%—
ARC-AGI-186.2%—
Chess Puzzles49%—
EnigmaEval10.4%—
EBR-Bench23%—
Mystery Game Puzzles23%—
DTBench90.9%—
LMCA43.9%—
Epoch Capabilities Index153.45—
ForecastBench60.1—

Math GPT-5.2 leads

GPT-5.2: 59.8 (#32), Muse Glimmer: 36.1 (#128)

Knowledge GPT-5.2 leads

GPT-5.2: 59.2 (#29), Muse Glimmer: 37.9 (#140)

Knowledge benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Expert14451388
GPQA Diamond91.4%—
Humanity's Last Exam27.8%—
SimpleQA Verified37.1%—
Vectara Hallucination Rate8.4%—

Multimodal Not comparable

GPT-5.2: 50.9 (#7), Muse Glimmer: —

Multimodal benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Vision1268—
VPCT84%—
Furniture Assembly38.3%—
LMArena Document1405—

Multilingual GPT-5.2 leads

GPT-5.2: 53.6 (#63), Muse Glimmer: 50.6 (#117)

Multilingual benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Non-English14251384
LMArena Chinese14601412
LMArena Russian14401393
LMArena French1456—
LMArena German1448—
LMArena Japanese1421—
LMArena Korean1390—
LMArena Spanish1433—

Instruction Following GPT-5.2 leads

GPT-5.2: 74.9 (#83), Muse Glimmer: 72.7 (#134)

Instruction Following benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Instruction Following14171374

Long Context GPT-5.2 leads

GPT-5.2: 44.0 (#74), Muse Glimmer: 42.1 (#124)

Long Context benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Longer Query14281381
CL-bench18.2%—

Writing & Preference GPT-5.2 leads

GPT-5.2: 67.0 (#30), Muse Glimmer: 57.7 (#122)

Writing & Preference benchmarks
BenchmarkGPT-5.2Muse Glimmer
LMArena Text14391389
LMArena Creative Writing14021338
LMArena Multi-Turn14581398
EQ-Bench Creative Writing1703—

Frequently asked questions

Is GPT-5.2 better than Muse Glimmer?

GPT-5.2 is the stronger model overall, scoring 54.1 to 41.3 on the Noometry Index.

Is GPT-5.2 or Muse Glimmer better for coding?

GPT-5.2 scores higher on coding benchmarks: 52.2 versus 38.7 in the Noometry coding category.

How many benchmarks do GPT-5.2 and Muse Glimmer share?

13 benchmarks have published results for both models. GPT-5.2 has 67 scored results on Noometry and Muse Glimmer has 13.

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