GLM 4.6 Thinking

Thinking version of the latest GLM series chat model with strong general performance. Quantized at FP8

  • Reasoning
  • Tool Calling
  • Structured Output

Added Sep 29, 2025

Model weights

Pricing

Auto routing · per 1M tokens
Input
$0.50
Output
$2.00
Cache read
$0.100
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Specifications

Context window
200K
Max output
65.5K
Parameters
357B / 32B
Total / active
Avg output (7d)
2.2K tokens
Longer than 93% of models

Benchmarks

Sourced from Artificial Analysis.

Intelligence Index

18.5

Better than 62% of models compared

Coding Index

45.8

Better than 54% of models compared

Agentic work

T²-Bench Telecom (legacy)

Legacy fallback · Conversational AI agents in dual-control scenarios

70.5%

Better than 63% of models compared

GDPval-AA v2

Economically valuable tasks (Elo)

761 Elo

Better than 35% of models compared

Document reasoning

AA-LCR v1.1

Long context reasoning with updated grading

54.0%

Better than 47% of models compared

Reasoning

HLE

Humanity's Last Exam

14.5%

Better than 61% of models compared

IFBench

Instruction-following benchmark

43.4%

Better than 47% of models compared

CritPt

Research-level physics reasoning

1.1%

Coding

Terminal-Bench Hard (legacy)

Legacy fallback · Agentic coding and terminal use

25.0%

Better than 66% of models compared

LiveCodeBench

Contamination-free coding benchmark

69.5%

Better than 79% of models compared

Math

AIME 2025

American Invitational Mathematics Examination 2025

86.0%

Better than 84% of models compared

Knowledge

MMLU-Pro

Professional and academic subject knowledge

82.9%

Better than 82% of models compared

AA-Omniscience Accuracy

Proportion of correctly answered questions

26.9%

AA-Omniscience Hallucination Rate

Rate of incorrect answers among non-correct responses

94.1%

Legacy benchmarks

GPQA Diamond (legacy)

Graduate-level scientific reasoning

78.0%

Better than 63% of models compared

AA-LCR (unversioned / legacy)

Long context reasoning evaluation

54.0%

Better than 47% of models compared

GDPval-AA (unversioned / legacy)

Economically valuable tasks

12.3%

Last updated Oct 3, 2026

Artificial Analysis

Providers

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