Model comparison

GLM-4.6V vs Qwen3-Coder 480B-A35B Instruct

GLM-4.6V is the stronger model overall, scoring 41.3 to 38.1 on the Noometry Index.

Last verified . 11 shared benchmarks.

GLM-4.6V Z.ai (Zhipu)

41.3

Rank #137 Confirmed

Summary

  • They share 11 benchmarks with published results for both. GLM-4.6V scores higher in 5 categories and Qwen3-Coder 480B-A35B Instruct in 2 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in coding, where GLM-4.6V leads 40.9 to 35.5.
  • GLM-4.6V is cheaper at $0.30 / $0.90 per million input/output tokens, against $1.50 / $7.50 for Qwen3-Coder 480B-A35B Instruct.
  • Qwen3-Coder 480B-A35B Instruct accepts more context: 262K tokens versus 128K.

Side by side

GLM-4.6V and Qwen3-Coder 480B-A35B Instruct specifications
GLM-4.6VQwen3-Coder 480B-A35B Instruct
ProviderZ.ai (Zhipu)Alibaba (Qwen)
Noometry Index41.338.1
Released2025-12-082025-04
WeightsOpenOpen
Context window128K262K
Max output33K66K
Input $ / M tokens$0.30$1.50
Output $ / M tokens$0.90$7.50
Results tracked1225

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Category by category

Coding GLM-4.6V leads

GLM-4.6V: 40.9 (#128), Qwen3-Coder 480B-A35B Instruct: 35.5 (#223)

Coding benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Coding13901412
SWE-bench Verified (bash only)—55.4%
LMArena WebDev—1275
GSO—4.9%
WeirdML—41.2%
ALE-Bench—461.45
AlgoTune—1.44

Agentic & Tool Use Not comparable

GLM-4.6V: —, Qwen3-Coder 480B-A35B Instruct: 23.9 (#123)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
Terminal-Bench—27.2%

Reasoning GLM-4.6V leads

GLM-4.6V: 27.6 (#115), Qwen3-Coder 480B-A35B Instruct: 25.5 (#149)

Reasoning benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Hard Prompts13681372
Kagi LLM Benchmark—49.5%

Math Not comparable

GLM-4.6V: —, Qwen3-Coder 480B-A35B Instruct: 37.6 (#150)

Math benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Math—1365

Knowledge GLM-4.6V leads

GLM-4.6V: 38.0 (#149), Qwen3-Coder 480B-A35B Instruct: 37.0 (#162)

Knowledge benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Expert13711338

Multimodal Not comparable

GLM-4.6V: 34.8 (#90), Qwen3-Coder 480B-A35B Instruct: —

Multimodal benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Vision1164—

Multilingual Too close to call

GLM-4.6V: 48.6 (#141), Qwen3-Coder 480B-A35B Instruct: 47.7 (#148)

Multilingual benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Non-English13591346
LMArena Chinese14251357
LMArena Russian13401366
LMArena French—1398
LMArena German—1325
LMArena Japanese—1310
LMArena Korean—1305
LMArena Spanish—1360

Instruction Following Too close to call

GLM-4.6V: 71.4 (#151), Qwen3-Coder 480B-A35B Instruct: 71.6 (#147)

Instruction Following benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Instruction Following13521355

Long Context Too close to call

GLM-4.6V: 41.3 (#143), Qwen3-Coder 480B-A35B Instruct: 42.0 (#131)

Long Context benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Longer Query13581378

Writing & Preference GLM-4.6V leads

GLM-4.6V: 56.6 (#137), Qwen3-Coder 480B-A35B Instruct: 55.3 (#147)

Writing & Preference benchmarks
BenchmarkGLM-4.6VQwen3-Coder 480B-A35B Instruct
LMArena Text13771357
LMArena Creative Writing13471333
LMArena Multi-Turn13601365

Frequently asked questions

Is GLM-4.6V better than Qwen3-Coder 480B-A35B Instruct?

GLM-4.6V is the stronger model overall, scoring 41.3 to 38.1 on the Noometry Index.

Which is cheaper, GLM-4.6V or Qwen3-Coder 480B-A35B Instruct?

GLM-4.6V is cheaper. It lists at $0.30 per million input tokens and $0.90 per million output tokens; Qwen3-Coder 480B-A35B Instruct lists at $1.50 and $7.50.

Is GLM-4.6V or Qwen3-Coder 480B-A35B Instruct better for coding?

GLM-4.6V scores higher on coding benchmarks: 40.9 versus 35.5 in the Noometry coding category.

Which has the bigger context window?

Qwen3-Coder 480B-A35B Instruct does, with 262K tokens against 128K.

How many benchmarks do GLM-4.6V and Qwen3-Coder 480B-A35B Instruct share?

11 benchmarks have published results for both models. GLM-4.6V has 12 scored results on Noometry and Qwen3-Coder 480B-A35B Instruct has 25.

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