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GLM-4.6 (Reasoning)

Z AIGLMOpen WeightMIT · Commercial OK

Description

GLM-4.6 is the latest version of Z.ai's flagship model, bringing significant improvements over GLM-4.5. Key features include: 200K token context window (expanded from 128K), superior coding performance with better real-world application in Claude Code/Cline/Roo Code/Kilo Code, advanced reasoning with tool use during inference, stronger agent capabilities, and refined writing aligned with human preferences. GLM-4.6 achieves competitive performance with DeepSeek-V3.2-Exp and Claude Sonnet 4, reaching near parity with Claude Sonnet 4 (48.6% win rate) on CC-Bench real-world coding tasks.

Release Date
2025-09-30
Parameters
357.0B
Context Length
205K
Modalities
image, text, video

Capability Radar

41
general
63
coding
85
reasoning
51
scienceest.
40
agents
20
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Agentic Capability101
43.0
LS
Code Ranking115
63.0
AA
General Ranking142
58.0
AA
Math Reasoning54
87.0
AA
Science140
56.0
AA

Benchmark Scores (LLM Stats)

Agents

BrowseComp45.1%SR
Terminal-Bench40.5%SR

Biology

GPQA81.0%SR

Code

SWE-Bench Verified68.0%SR

General

LiveCodeBench v682.8%SR

Math

AIME 202593.9%SR
Humanity's Last Exam17.2%SR

AA Evaluation Indices

Math Index
86.0
Intelligence Index
25.1
Aime 25
0.9
Mmlu Pro
0.8
Gpqa
0.8
Tau2
0.7
Livecodebench
0.7
Lcr
0.5
Ifbench
0.4
Scicode
0.4
Terminalbench Hard
0.3
Hle
0.1

LLM Stats Category Scores

Physics
80
General
80
Biology
80
Chemistry
80
Frontend Development
70
Math
60
Reasoning
60
Search
50
Code
50
Agents
40
Vision
20

Pricing

Input Price$0.55 / 1M tokens
Output Price$2.2 / 1M tokens
Blended Price (3:1)$0.963 / 1M tokens
Cache Read Price$0.11 / 1M tokens
Cache Write PriceFree

Speed

Tokens/sec50.5
Time to First Token1.26s
Time to Answer40.86s

Provider Price Ranking

Provider Price Ranking

17 providers

Cheapest: ZenMuxMost Expensive: Merge Gateway
ProviderInputOutput
1ZenMuxCheapest
$0.35
$1.54
2Kilo Gateway
$0.39
$1.9
3NanoGPT
$0.4
$1.5
4IO.NET
$0.4
$1.75
5OpenRouter
$0.43
$1.74
6Deep Infra
$0.43
$1.74
7Meganova
$0.45
$1.9
8SiliconFlow (China)
$0.5
$1.9
9SiliconFlow
$0.5
$1.9
10Z AIPRIMARY
$0.55
$2.2
11Hugging Face
$0.55
$2.2
12NovitaAI
$0.55
$2.2
13Synthetic
$0.55
$2.19
14Abacus
$0.6
$2.2
15Vercel AI Gateway
$0.6
$2.2
16OrcaRouter
$0.6
$2.2
17Merge Gateway
$0.6
$2.2

Compare pricing across different API providers for this model.

External Sources