文本生成

ChatGLM / GLM 文本生成适合中文问答、写作、总结、改写、分类、抽取、客服回复和知识库问答。

基础文本生成

{
  "model": "glm-5.1-air",
  "messages": [
    { "role": "user", "content": "Write a product description in fewer than 100 words" }
  ]
}

中文客服

{
  "model": "glm-5.1-air",
  "messages": [
    {
      "role": "system",
      "content": "You are an enterprise support assistant. Be polite and concise, and do not promise unverified information."
    },
    {
      "role": "user",
      "content": "The user says a top-up has not arrived. Draft a reply."
    }
  ]
}

分类与抽取

{
  "model": "glm-5-flash",
  "temperature": 0,
  "messages": [
    {
      "role": "user",
      "content": "Classify the text as complaint, inquiry, or praise. Text: I paid, but the order has not arrived."
    }
  ]
}

最佳实践

• 中文问答优先测试 GLM-5 系列
• 批量任务测试 turbo 或 flash 模型
• 分类和抽取降低 temperature
• 长文档先切分再总结
• 输出 JSON 时配合服务端校验