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GLM-4.7 (Reasoning)

Z AIGLMOpen WeightMIT · Commercial OK

Description

GLM 4.7 is a coding‑centric model that thinks before acting, preserves its reasoning across turns, and lets you control thinking per request for speed or accuracy. It upgrades agentic workflows with stronger multi‑step tool use, better terminal and multilingual coding, and a noticeable jump in UI output quality for modern, clean webpages and slides. You can use it in popular coding agents, call it via the Z.ai API, and even run it locally with public weights on HuggingFace and ModelScope using vLLM or SGLang.

Release Date
2025-12-22
Parameters
358.0B
Context Length
203K
Modalities
text

Capability Radar

53
general
56
coding
93
reasoning
59
scienceest.
60
agents
0
multimodal

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

Rankings

Domain#RankScoreSource
Agents & Tools59
55.0
LS
Code Ranking57
71.0
AA
General Ranking39
81.0
AA
Math Reasoning13
96.0
AA
Reasoning55
67.0
LS
Science44
74.0
AA

Benchmark Scores (LLM Stats)

Agents

Tau-bench87.4%SR
BrowseComp52.0%SR
Terminal-Bench 2.041.0%SR
Terminal-Bench33.3%SR

Biology

GPQA85.7%SR

Code

SWE-Bench Verified73.8%SR
SWE-bench Multilingual66.7%SR

Finance

MMLU-Pro84.3%SR

General

LiveCodeBench v684.9%SR

Math

AIME 202595.7%SR
IMO-AnswerBench82.0%SR
Humanity's Last Exam42.8%SR

Reasoning

BrowseComp-zh66.6%SR

AA Evaluation Indices

Math Index
95.0
Intelligence Index
42.1
Coding Index
36.3
Tau2
1.0
Aime 25
0.9
Livecodebench
0.9
Gpqa
0.9
Mmlu Pro
0.9
Ifbench
0.7
Lcr
0.6
Scicode
0.5
Terminalbench Hard
0.3
Hle
0.3

LLM Stats Category Scores

Biology
90
Chemistry
90
General
90
Physics
90
Finance
80
Healthcare
80
Language
80
Legal
80
Math
80
Frontend Development
70
Reasoning
70
Tool Calling
60
Search
60
Agents
50
Code
50
Vision
40

Pricing

Input Price$0.6 / 1M tokens
Output Price$2.2 / 1M tokens
Blended Price (3:1)$1 / 1M tokens

Speed

Tokens/sec91.5 tokens/s
Time to First Token0.90s
Time to Answer22.74s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
Novita600K2.2M
Fireworks600K2.2M

External Sources