Model comparison

GLM-4.6V vs Llama 3.2 90B

GLM-4.6V is the stronger model overall, scoring 40.9 to 27.1 on the Noometry Index.

Last verified . 1 shared benchmarks.

GLM-4.6V Z.ai (Zhipu)

40.9

Rank #133 Confirmed

Llama 3.2 90B Meta

27.1

Rank #326 Confirmed

Summary

  • They share 1 benchmark with published results for both. GLM-4.6V scores higher in 3 categories and Llama 3.2 90B in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GLM-4.6V leads 37.4 to 21.7.

Side by side

GLM-4.6V and Llama 3.2 90B specifications
GLM-4.6VLlama 3.2 90B
ProviderZ.ai (Zhipu)Meta
Noometry Index40.927.1
Released2025-12-082024-09-24
WeightsOpenOpen
Context window128K—
Max output33K—
Input $ / M tokens$0.30—
Output $ / M tokens$0.90—
Results tracked129

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Category by category

Coding Not comparable

GLM-4.6V: 40.2 (#128), Llama 3.2 90B: —

Coding benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Coding1390—

Agentic & Tool Use Not comparable

GLM-4.6V: —, Llama 3.2 90B: 29.7 (#73)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
BALROG—27.3%

Reasoning GLM-4.6V leads

GLM-4.6V: 26.5 (#117), Llama 3.2 90B: 20.9 (#207)

Reasoning benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
EnigmaEval—0.4%
LMArena Hard Prompts1368—
Epoch Capabilities Index—125.5

Math Not comparable

GLM-4.6V: —, Llama 3.2 90B: 10.4 (#302)

Math benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
OTIS Mock AIME 2024-2025—2.6%
MATH Level 5—39.4%

Knowledge GLM-4.6V leads

GLM-4.6V: 37.4 (#148), Llama 3.2 90B: 21.7 (#269)

Knowledge benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
GPQA Diamond—41%
LMArena Expert1372—
MMLU—80.3%

Multimodal GLM-4.6V leads

GLM-4.6V: 34.2 (#83), Llama 3.2 90B: 24.9 (#119)

Multimodal benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Vision11641000
GeoBench—52%

Multilingual Not comparable

GLM-4.6V: 48.8 (#135), Llama 3.2 90B: —

Multilingual benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Non-English1359—
LMArena Chinese1426—
LMArena Russian1341—

Instruction Following Not comparable

GLM-4.6V: 71.6 (#145), Llama 3.2 90B: —

Instruction Following benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Instruction Following1351—

Long Context Not comparable

GLM-4.6V: 41.3 (#138), Llama 3.2 90B: —

Long Context benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Longer Query1358—

Writing & Preference Not comparable

GLM-4.6V: 56.8 (#132), Llama 3.2 90B: —

Writing & Preference benchmarks
BenchmarkGLM-4.6VLlama 3.2 90B
LMArena Text1377—
LMArena Creative Writing1347—
LMArena Multi-Turn1359—

Frequently asked questions

Is GLM-4.6V better than Llama 3.2 90B?

GLM-4.6V is the stronger model overall, scoring 40.9 to 27.1 on the Noometry Index.

How many benchmarks do GLM-4.6V and Llama 3.2 90B share?

1 benchmark has published results for both models. GLM-4.6V has 12 scored results on Noometry and Llama 3.2 90B has 9.

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