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
45
general
44
coding
85
reasoning
51
scienceest.
40
agents
20
multimodal
Science uses a reasoning proxy when dedicated science benchmarks are unavailable.
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Agents & Tools | 84 | 43.0 | LS |
| Code Ranking | 111 | 58.0 | AA |
| General Ranking | 135 | 61.0 | AA |
| Math Reasoning | 54 | 87.0 | AA |
| Science | 122 | 58.0 | AA |
Benchmark Scores (LLM Stats)
Agents
BrowseComp
45.1%SR
Terminal-Bench
40.5%SR
Biology
GPQA
81.0%SR
Code
SWE-Bench Verified
68.0%SR
General
LiveCodeBench v6
82.8%SR
Math
AIME 2025
93.9%SR
Humanity's Last Exam
17.2%SR
AA Evaluation Indices
Math Index86.0
Intelligence Index32.5
Coding Index29.5
Aime 250.9
Mmlu Pro0.8
Gpqa0.8
Tau20.7
Livecodebench0.7
Lcr0.5
Ifbench0.4
Scicode0.4
Terminalbench Hard0.3
Hle0.1
LLM Stats Category Scores
Biology80
Chemistry80
General80
Physics80
Frontend Development70
Math60
Reasoning60
Code50
Search50
Agents40
Vision20
Pricing
Input Price$0.55 / 1M tokens
Output Price$2.2 / 1M tokens
Blended Price (3:1)$0.963 / 1M tokens
Speed
Tokens/sec37.2 tokens/s
Time to First Token0.82s
Time to Answer54.62s
Available Providers
(LS internal units)| Provider | Input Price | Output Price |
|---|---|---|
| Fireworks | 550K | 2.2M |
| DeepInfra | 600K | 2.0M |