Model comparison

GLM-4.6V vs Granite 3.1 8b Instruct

GLM-4.6V is the stronger model overall, scoring 40.9 to 31.8 on the Noometry Index.

Last verified . 11 shared benchmarks.

GLM-4.6V Z.ai (Zhipu)

40.9

Rank #133 Confirmed

Granite 3.1 8b Instruct IBM

31.8

Rank #256 Confirmed

Summary

  • They share 11 benchmarks with published results for both. GLM-4.6V scores higher in 7 categories and Granite 3.1 8b Instruct in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GLM-4.6V leads 56.8 to 35.7.

Side by side

GLM-4.6V and Granite 3.1 8b Instruct specifications
GLM-4.6VGranite 3.1 8b Instruct
ProviderZ.ai (Zhipu)IBM
Noometry Index40.931.8
Released2025-12-08—
WeightsOpenOpen
Context window128K—
Max output33K—
Input $ / M tokens$0.30—
Output $ / M tokens$0.90—
Results tracked1213

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Category by category

Coding GLM-4.6V leads

GLM-4.6V: 40.2 (#128), Granite 3.1 8b Instruct: 33.9 (#232)

Coding benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Coding13901186

Agentic & Tool Use Not comparable

GLM-4.6V: —, Granite 3.1 8b Instruct: 23.9 (#113)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
Berkeley Function Calling Leaderboard—27.1%

Reasoning GLM-4.6V leads

GLM-4.6V: 26.5 (#117), Granite 3.1 8b Instruct: 21.2 (#204)

Reasoning benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Hard Prompts13681146

Math Not comparable

GLM-4.6V: —, Granite 3.1 8b Instruct: 30.4 (#210)

Math benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Math—1152

Knowledge GLM-4.6V leads

GLM-4.6V: 37.4 (#148), Granite 3.1 8b Instruct: 30.6 (#218)

Knowledge benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Expert13721142

Multimodal Not comparable

GLM-4.6V: 34.2 (#83), Granite 3.1 8b Instruct: —

Multimodal benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Vision1164—

Multilingual GLM-4.6V leads

GLM-4.6V: 48.8 (#135), Granite 3.1 8b Instruct: 31.1 (#255)

Multilingual benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Non-English13591099
LMArena Chinese14261145
LMArena Russian13411092

Instruction Following GLM-4.6V leads

GLM-4.6V: 71.6 (#145), Granite 3.1 8b Instruct: 58.9 (#254)

Instruction Following benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Instruction Following13511131

Long Context GLM-4.6V leads

GLM-4.6V: 41.3 (#138), Granite 3.1 8b Instruct: 35.2 (#236)

Long Context benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Longer Query13581162

Writing & Preference GLM-4.6V leads

GLM-4.6V: 56.8 (#132), Granite 3.1 8b Instruct: 35.7 (#261)

Writing & Preference benchmarks
BenchmarkGLM-4.6VGranite 3.1 8b Instruct
LMArena Text13771150
LMArena Creative Writing13471129
LMArena Multi-Turn13591108

Frequently asked questions

Is GLM-4.6V better than Granite 3.1 8b Instruct?

GLM-4.6V is the stronger model overall, scoring 40.9 to 31.8 on the Noometry Index.

Is GLM-4.6V or Granite 3.1 8b Instruct better for coding?

GLM-4.6V scores higher on coding benchmarks: 40.2 versus 33.9 in the Noometry coding category.

How many benchmarks do GLM-4.6V and Granite 3.1 8b Instruct share?

11 benchmarks have published results for both models. GLM-4.6V has 12 scored results on Noometry and Granite 3.1 8b Instruct has 13.

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