200K
上下文窗口
Token Length
30%
效率提升
Token Efficiency
24+
支持语言
Languages
什么是GLM-4.6
GLM-4.6 GLM-4.6是智谱AI的旗舰大语言模型，专为复杂AI应用和智能体任务设计。拥有200K超长上下文窗口和增强推理能力。
Key Highlights
- 200K context window for processing extensive documents
- Enhanced reasoning capabilities surpassing previous generations
- Superior coding performance across multiple languages
- Exceptional multilingual support for 24+ languages
GLM-4.6 vs Predecessors
- 56% larger context window than GLM-4.5
- 30% more efficient token processing
- Enhanced agentic task performance
- Superior mathematical and logical reasoning
GLM-4.6的核心特性
让GLM-4.6脱颖而出的先进能力
超长上下文
200K token上下文窗口，可处理大量文档并保持长对话不丢失上下文信息。
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增强推理
先进的逻辑推理和数学问题解决能力，性能超越前代产品��
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卓越编程
在多种编程语言上具有出色的代码生成和调试能力，准确率更高。
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多语言优势
在英语、中文和24+种语言上表现优异，具备母语级理解能力。
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成本高效
token处理效率提升30%，在保持高性能的同时降低计算成本。
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应用广泛
完美适配聊天机器人、内容创作、代码助手、研究和复杂智能体AI任务。
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GLM-4.6性能基准测试
GLM-4.6在12个关键基准测试中展现卓越性能
63.2
Overall Score
12 Benchmark Average
84.6%
MMLU Score
Academic Knowledge
98.6%
AIME 25
Mathematical Reasoning
82.9%
GPQA
Graduate-Level Questions
GLM-4.6 Competitive Analysis
| Model | Context | AIME 25 | GPQA | Overall |
|---|---|---|---|---|
| GLM-4.6 | 200K | 98.6% | 82.9% | 63.2 |
| GLM-4.5 | 128K | 85.2% | 71.4% | 58.7 |
| GPT-4 | 32K | 98.6% | 82.9% | 67.8 |
| Claude-4 | 100K | 91.3% | 78.5% | 65.2 |
如何使用GLM-4.6 GLM-4.6
几分钟内开始使用GLM-4.6
⬇️API集成
API集成
pip install transformers torch accelerate2. Get API Key
export GLM_API_KEY="your_api_key_here"3. Load Model
from transformers import AutoTokenizer, AutoModelForCausalLMtokenizer = AutoTokenizer.from_pretrained("THUDM/glm-4-9b-chat")model = AutoModelForCausalLM.from_pretrained("THUDM/glm-4-9b-chat")💻SDK支持
Basic Chat
messages = [ {"role": "user", "content": "Hello, what is GLM-4.6?"}]response = model.generate(messages)Function Calling
tools = [ {"name": "web_search", "description": "Search the web"}]prompt = "Use web search to find latest AI news"response = model.generate_with_tools(prompt, tools)Streaming Response
for chunk in model.stream_generate("Explain AI"): print(chunk, end="", flush=True)Popular GLM-4.6 Use Cases
🤖
AI Agents
Autonomous task automation and reasoning
💻
Code Assistant
Full-stack development help and debugging
💬
Chatbots
Multilingual customer support systems
📊
Data Analysis
Research insights and document processing
常见问题解答
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