2025-12-22 · Research
# GLM-4.7: Advancing the Coding Capability
**GLM-4.7**, your new coding partner, is coming with the following features:
- **Core Coding:** GLM-4.7 brings clear gains, compared to its predecessor GLM-4.6, in multilingual agentic coding and terminal-based tasks, including (73.8%, +5.8%) on SWE-bench, (66.7%, +12.9%) on SWE-bench Multilingual, and (41%, +16.5%) on Terminal Bench 2.0. GLM-4.7 also supports thinking before acting, with significant improvements on complex tasks in mainstream agent frameworks such as Claude Code, Kilo Code, Cline, and Roo Code.
- **Vibe Coding:** GLM-4.7 takes a major step forward in UI quality. It produces cleaner, more modern webpages and generates better-looking slides with more accurate layout and sizing.
- **Tool Using:** GLM-4.7 achieves significantly improvements in Tool using. Significant better performances can be seen on benchmarks such as τ²-Bench and on web browsing via BrowseComp.
- **Complex Reasoning:** GLM-4.7 delivers a substantial boost in mathematical and reasoning capabilities, achieving (42.8%, +12.4%) on the HLE (Humanity’s Last Exam) benchmark compared to GLM-4.6.
You can also see significant improvements in many other scenarios such as chat, creative writing, and role-play scenario.
**Benchmark Performance.** More detailed comparisons of GLM-4.7 with other models GPT-5, GPT-5.1-High, Claude Sonnet 4.5, Gemini 3.0 Pro, DeepSeek-V3.2, Kimi K2 Thinking, on 17 benchmarks (including 8 reasoning, 5 coding, and 3 agents benchmarks) can be seen in the below table.
| Benchmark | GLM-4.7 | GLM-4.6 | Kimi K2 Thinking | DeepSeek-V3.2 | Gemini 3.0 Pro | Claude Sonnet 4.5 | GPT-5 High | GPT-5.1 High |
|-----------|---------|---------|-----------------|----------------|----------------|------------------|------------|--------------|
| Reasoning | | | | | | | | |
| MMLU-Pro | 84.3 | 83.2 | 84.6 | 85.0 | 90.1 | 88.2 | 87.5 | 87.0 |
| GPQA-Diamond | 85.7 | 81.0 | 84.5 | 82.4 | 91.9 | 83.4 | 85.7 | 88.1 |
| HLE | 24.8 | 17.2 | 23.9 | 25.1 | 37.5 | 13.7 | 26.3 | 25.7 |
| HLE
w/ Tools | 42.8 | 30.4 | 44.9 | 40.8 | 45.8 | 32.0 | 35.2 | 42.7 |
| AIME 2025 | 95.7 | 93.9 | 94.5 | 93.1 | 95.0 | 87.0 | 94.6 | 94.0 |
| HMMT Feb. 2025 | 97.1 | 89.2 | 89.4 | 92.5 | 97.5 | 79.2 | 88.3 | 96.3 |
| HMMT Nov. 2025 | 93.5 | 87.7 | 89.2 | 90.2 | 93.3 | 81.7 | 89.2 | - |
| IMOAnswerBench | 82.0 | 73.5 | 78.6 | 78.3 | 83.3 | 65.8 | 76.0 | - |
| LiveCodeBench-v6 | 84.9 | 82.8 | 83.1 | 83.3 | 90.7 | 64.0 | 87.0 | 87.0 |
| Code Agent | | | | | | | | |
| SWE-bench Verified | 73.8 | 68.0 | 71.3 | 73.1 | 76.2 | 77.2 | 74.9 | 76.3 |
| SWE-bench Multilingual | 66.7 | 53.8 | 61.1 | 70.2 | - | 68.0 | 55.3 | - |
| Terminal Bench Hard | 33.3 | 23.6 | 30.6 | 35.4 | 39.0 | 33.3 | 30.5 | 43.0 |
| Terminal Bench 2.0 | 41.0 | 24.5 | 35.7 | 46.4 | 54.2 | 42.8 | 35.2 | 47.6 |
| General Agent | | | | | | | | |
| BrowseComp | 52.0 | 45.1 | - | 51.4 | - | 24.1 | 54.9 | 50.8 |
| BrowseComp
w/ Context Manage | 67.5 | 57.5 | 60.2 | 67.6 | 59.2 | - | - | - |
| BrowseComp-ZH | 66.6 | 49.5 | 62.3 | 65.0 | - | 42.4 | 63.0 | - |
| τ²-Bench | 87.4 | 75.2 | 74.3 | 85.3 | 90.7 | 87.2 | 82.4 | 82.7 |
**Coding:** AGI is a long journey, and benchmarks are only one way to evaluate performance. While the metrics provide necessary checkpoints, the most important thing is still how it *feels*. True intelligence isn't just about acing a test or processing data faster; ultimately, the success of AGI will be measured by how seamlessly it integrates into our lives - **coding** this time.
# Case
### Frontend Development Showcases
- **Live Style**
- Cyber Domain
- Artistic Portfolio
### What we do
01
#### Branding
Identity systems that scream your name. Loud, proud, and impossible to ignore.
02
#### Development
Robust code with a smooth frontend experience. No templates, just pure engineering.
03
#### Motion
2D and 3D animation that brings static layouts to life with kinetic energy.
## Selected Work
#### Neon Nights
Web Design / 2023
#### Heavy Metal
Branding / 2023
## Explore Categories
Dive into our chunky, interactive topics.
- Technology
- Design
- Innovation
- Future
- Cyberpunk
## Getting started with GLM-4.7
### Interleaved Thinking & Preserved Thinking
GLM-4.7 enhances **Interleaved Thinking**, a feature introduced since GLM-4.5, and further introduces **Preserved Thinking** and **Turn-level Thinking**.
More details: [https://docs.z.ai/guides/capabilities/thinking-mode](https://docs.z.ai/guides/capabilities/thinking-mode)
## Call GLM-4.7 API via Z.ai API platform
Comprehensive API documentation and integration guidelines can be found on [Z.ai](/content/site-root.html).
## Use GLM-4.7 with Coding Agents
GLM-4.7 is now available to use within coding agents (Claude Code, Kilo Code, Roo Code, Cline and more).
For **GLM Coding Plan subscribers**: You'll be automatically upgraded to GLM-4.7.
## Chat with GLM-4.7 on Z.ai
GLM-4.7 is accessible through [Z.ai](/content/site-root.html).
## Serve GLM-4.7 Locally
Model weights for GLM-4.7 are publicly available on [HuggingFace](https://huggingface.co/zai-org/GLM-4.7) and [ModelScope](https://modelscope.cn/models/ZhipuAI/GLM-4.7).