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General Language Model - 4.6

General Language Model - 4.6 is a large-scale foundation model developed by Zhipu AI. With approximately 3.5 trillion parameters, it is a chat-specialized model that supports a long context window of up to 200K.

Parameters

3550.0B

Context Window

200K

License

MIT

Release Date

2025-09-30

API Pricing

API pricing for this model is not yet available

Strengths

  • Massive 3.5 trillion parameters
  • 200K long context window
  • High openness via MIT license

Weaknesses

  • Enormous file size over 700GB
  • Requires extreme computational resources
  • Difficult to run in lightweight environments

Use Cases

  • Building advanced conversational AI services
  • Analyzing ultra-long documents
  • Constructing large-scale knowledge bases

Deep Analysis

Architecture

MoE (357B active)

Expanded from GLM-4.5

Context Window

200K tokens

Up from 128K in GLM-4.5

Maximum Output

128K tokens

Release Date

September 2025

License

Open weights

Key Improvement

Coding + Agents

Performance on par with Claude Sonnet 4/4.6

Strengths

  • 200K context window (up from 128K)
  • Performance on par with Claude Sonnet 4/4.6
  • Strong real-world coding in Claude Code environment
  • 30% more token-efficient than GLM-4.5
  • Enhanced reasoning with tool use during inference
  • Better writing aligned with human preferences

Weaknesses

  • Chinese model with English as secondary
  • Large model requires significant compute
  • Competes with many strong alternatives

Competitor Comparison

ModelArenaSWEGPQAPrice
Claude Sonnet 4.6---Higher
GLM-4.5 355B---Lower
DeepSeek V3.2---Comparable

GLM-4.6 is Zhipu AI's enhanced language model achieving performance on par with Claude Sonnet 4/4.6 across 8 authoritative benchmarks. Released September 2025, it expands context to 200K tokens and significantly improves coding, reasoning, and agentic capabilities.

Analysis generated: 2026-05-24