Auto-sync: 2026-04-22 20:55
This commit is contained in:
42
wiki/concepts/Intent-Classification.md
Normal file
42
wiki/concepts/Intent-Classification.md
Normal file
@@ -0,0 +1,42 @@
|
||||
---
|
||||
title: "Intent Classification"
|
||||
type: concept
|
||||
tags: []
|
||||
sources: []
|
||||
---
|
||||
|
||||
# Intent Classification
|
||||
|
||||
## Definition
|
||||
|
||||
AI 自动识别客户消息的意图(Purpose / Goal),将非结构化自然语言映射为预定义的分类标签,从而触发对应的处理策略和回复逻辑。
|
||||
|
||||
## Common Intent Categories
|
||||
|
||||
| Intent | Trigger Keywords | Handling Strategy |
|
||||
|--------|-----------------|-------------------|
|
||||
| **FAQ** | "how much", "do you offer", "what is" | 从知识库检索答案并回复 |
|
||||
| **Appointment** | "book", "schedule", "available", "reservation" | 检查可用性并确认预约 |
|
||||
| **Complaint** | "frustrated", "refund", "terrible", "problem" | 标记人工审核 + 确认收到 |
|
||||
| **Review** | "google review", "rating", "stars" | 感谢反馈 + 回应问题 |
|
||||
| **Order Status** | "where is my order", "tracking", "delivery" | 查询系统返回状态 |
|
||||
|
||||
## Implementation
|
||||
|
||||
Intent Classification 通常通过 LLM 的 Function Calling 或 Prompt Engineering 实现:
|
||||
|
||||
```
|
||||
User Message → LLM Intent Classification → Match Intent to Handler → Generate Response
|
||||
```
|
||||
|
||||
在 [[OpenClaw]] 中通过 AGENTS.md 配置 `Classify intent` 步骤实现。
|
||||
|
||||
## Related Concepts
|
||||
|
||||
- [[Unified-Inbox]]:意图分类应用于统一收件箱中的每条消息
|
||||
- [[Business-Knowledge-Base]]:FAQ 意图依赖知识库检索
|
||||
- [[Human-Handoff]]:投诉意图触发人工升级
|
||||
|
||||
## Sources
|
||||
|
||||
- [[multi-channel-customer-service]]
|
||||
Reference in New Issue
Block a user