Models Model details

Z.ai

Z.ai: GLM 4.6

z-ai/glm-4.6

Compared with GLM-4.5, this generation brings several key improvements: Longer context window: The context window has been expanded from 128K to 200K tokens, enabling the model to handle more complex agentic tasks. Superior coding performance: The model achieves higher scores on code benchmarks and demonstrates better real-world performance in applications such as Claude Code、Cline、Roo Code and Kilo Code, including improvements in generating visually polished front-end pages. Advanced reasoning: GLM-4.6 shows a clear improvement in reasoning performance and supports tool use during inference, leading to stronger overall capability. More capable agents: GLM-4.6 exhibits stronger performance in tool using and search-based agents, and integrates more effectively within agent frameworks. Refined writing: Better aligns with human preferences in style and readability, and performs more naturally in role-playing scenarios.

Input
$0.5

/ 1M tokens

Output
$2

/ 1M tokens

Context window
204.8K

tokens

Limits

Context

204,800

tokens

Max output

131,072

64% of the context window

Parameters

356,785,898,816

Model facts

Author

Z.ai

Tokenizer

Other

Modality

Text -> Text

License

MIT

Knowledge cutoff

2025-03-31

Created

Sep 30, 2025

Hugging Face

zai-org/GLM-4.6

Default generation parameters

temperature

0.6

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasMax tokensMin pPresence penaltyReasoningRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop p

Capability scores

45.8
Coding index

Better than 43% of models compared

18.5
Intelligence index

Better than 45% of models compared

Agent tasks

Category performance

Godot games
Top 52%

1180 Elo

53.2% win

Android apps
Top 75%

1099 Elo

52.6% win

Mobile apps
Top 80%

1094 Elo

47.2% win

Full-stack apps
Top 89%

1029 Elo

42.3% win

Creative tasks

Category performance

Games
Top 60%

1152 Elo

54.8% win

Code
Top 63%

1167 Elo

54.3% win

Websites
Top 61%

1176 Elo

54.3% win

3D
Top 63%

1129 Elo

54.2% win

Data visualization
Top 65%

1162 Elo

52.6% win

UI components
Top 66%

1147 Elo

52.5% win

SVG
Top 73%

1108 Elo

52.1% win