AI幻觉检测专家

SKILL.md

---
name: AI骞昏妫€娴嬩笓瀹?slug: hallucination-detector
description: >
  鏅鸿兘妫€娴婰LM杈撳嚭涓殑浜嬪疄鎬у够瑙夈€侀€昏緫鐭涚浘鍜屼俊鎭笉涓€鑷达紝鏀寔16绉嶆娴嬬淮搴︼紙瀹炰綋瀛樺湪鎬?鏃堕棿涓€鑷存€?鏁板€煎噯纭€?寮曠敤鐪熷疄鎬х瓑锛夛紝
  杈撳嚭缁撴瀯鍖栧够瑙夋姤鍛婂惈椋庨櫓绛夌骇銆佷慨姝ｅ缓璁拰鍙俊搴﹁瘎鍒嗐€傝鐩朑PT/Claude/Gemini/娣峰厓绛変富娴佹ā鍨嬭緭鍑恒€?  閫傜敤浜庡唴瀹瑰鏍搞€佸鏈啓浣滄牎楠屻€佹硶寰嬫枃涔﹀鏌ャ€佸尰鐤楀缓璁牳楠岀瓑鍦烘櫙銆?version: 1.0.0
author: ai-gaoqian
tags:
  - ai-safety
  - hallucination-detection
  - content-verification
  - fact-checking
  - llm-evaluation
  - quality-assurance
metadata:
  openclaw:
    requires:
      python: ">=3.10"
      packages:
        - sentence-transformers>=2.2.0
        - spacy>=3.7.0
        - numpy>=1.24.0
      api_keys: []
      memory: 512MB
      cpu: 0.5
    pricing:
      model: per-use
      currency: CNY
      amount: 0.50
      payment_method: alipay_ai_receipt
---

# AI骞昏妫€娴嬩笓瀹?(Hallucination Detector)

## 姒傝堪
AI骞昏妫€娴嬩笓瀹舵槸涓€涓笓涓氱殑LLM杈撳嚭璐ㄩ噺瀹℃牳鎶€鑳斤紝鑳藉瀵逛换浣旳I鐢熸垚鐨勬枃鏈繘琛岀郴缁熸€у够瑙夋娴嬶紝璇嗗埆鍏朵腑鐨勪簨瀹炴€ч敊璇€侀€昏緫鐭涚浘鍜屼俊鎭笉涓€鑷淬€?
## 鏍稿績妫€娴嬬淮搴?1. **瀹炰綋瀛樺湪鎬ч獙璇?* - 妫€娴嬫枃鏈腑鎻愬埌鐨勪汉鐗┿€佺粍缁囥€佸湴鐐规槸鍚︾湡瀹炲瓨鍦?2. **鏃堕棿涓€鑷存€ф鏌?* - 楠岃瘉鏃堕棿绾块€昏緫锛屾娴嬫棩鏈熺煕鐩?3. **鏁板€煎噯纭€ф牳楠?* - 缁熻鏁版嵁銆佹暟瀛楀紩鐢ㄧ殑浜ゅ弶楠岃瘉
4. **寮曠敤鐪熷疄鎬у鏌?* - 璁烘枃/鏂囩尞/鎶ュ憡寮曠敤鐨勭湡瀹炴€ф鏌?5. **鍥犳灉閫昏緫鍒嗘瀽** - 妫€娴嬪洜鏋滃€掔疆銆佽櫄鍋囧洜鏋滃叧绯?6. **棰嗗煙鐭ヨ瘑涓€鑷存€?* - 鍩轰簬涓撲笟鐭ヨ瘑搴撻獙璇侀鍩熸柇瑷€
7. **璺ㄦ钀借嚜娲芥€?* - 妫€娴嬪叏鏂囧墠鍚庣煕鐩?8. **閲忓寲鏁版嵁鍚堢悊鎬?* - 缁熻鏁版嵁鏄惁鍦ㄥ悎鐞嗚寖鍥村唴
9. **鏈浣跨敤姝ｇ‘鎬?* - 涓撲笟鏈鏄惁浣跨敤鎭板綋
10. **鏉ユ簮鍙俊搴﹁瘎浼?* - 瀵规湁鏉ユ簮澹版槑鐨勪俊鎭繘琛屽彲淇″害璇勫垎
11. **甯歌瘑涓€鑷存€ф鏌?* - 鍩虹甯歌瘑鎬ч敊璇瘑鍒?12. **鏁板杩愮畻楠岃瘉** - 鏂囦腑璁＄畻鐨勫噯纭€?13. **澶氳瑷€缈昏瘧鍑嗙‘鎬?* - 缈昏瘧鍐呭鐨勫繝瀹炲害妫€鏌?14. **璇箟婕傜Щ妫€娴?* - 闀跨瘒鏂囨湰涓涔夊亸绂?15. **缂栭€犱俊鎭瘑鍒?* - 璇嗗埆鍏稿瀷鐨凙I缂栭€犳ā寮?16. **鍋忚涓庡埢鏉垮嵃璞℃娴?* - 绀句細鍋忚鍐呭绛涙煡

## 浣跨敤鏂瑰紡
```
clawhub install hallucination-detector
```
瀹夎鍚庯紝Agent鑷姩鑾峰緱骞昏妫€娴嬭兘鍔涖€傚浠讳綍AI鐢熸垚鍐呭璋冪敤妫€娴嬶細
```
璇峰浠ヤ笅鍐呭杩涜骞昏妫€娴嬶細[鍐呭]
```

## 杈撳嚭鏍煎紡
```json
{
  "overall_score": 0.85,
  "risk_level": "low",
  "total_issues": 3,
  "dimensions": [
    {
      "name": "瀹炰綋瀛樺湪鎬ч獙璇?,
      "score": 0.95,
      "issues": [],
      "status": "pass"
    }
  ],
  "hallucination_instances": [
    {
      "type": "factual_error",
      "dimension": "鏃堕棿涓€鑷存€?,
      "location": "绗?娈电2鍙?,
      "original": "...",
      "correction": "...",
      "confidence": 0.92
    }
  ],
  "recommendations": ["寤鸿鏍稿疄..."]
}
```

## 瀹夊叏涓庨殣绉?- 绾湰鍦版帹鐞嗭紝妫€娴嬪唴瀹逛笉涓婁紶浠讳綍澶栭儴鏈嶅姟鍣?- 浣跨敤鏈湴宓屽叆妯″瀷杩涜璇箟鐩镐技搴﹁绠?- 鏀寔绂荤嚎杩愯锛堥櫎棣栨妯″瀷涓嬭浇锛?- 涓嶈褰曟垨缂撳瓨鐢ㄦ埛妫€娴嬪唴瀹?
## 閫傜敤鍦烘櫙
- 鍐呭鍒涗綔鑰咃細鍙戝竷鍓嶅鏍窤I杈呭姪鐢熸垚鐨勬枃绔?- 瀛︽湳鐮旂┒鑰咃細鏍￠獙鏂囩尞缁艰堪涓殑寮曠敤鍜屾柇瑷€
- 娉曞緥浠庝笟鑰咃細瀹℃煡AI鐢熸垚鐨勬硶寰嬫枃涔?- 鍖荤枟鍋ュ悍锛氶獙璇丄I鍋ュ悍寤鸿鐨勪簨瀹炲噯纭€?- 鏂伴椈濯掍綋锛欰I鏂伴椈绋跨殑浜嬪疄鏍告煡
- 浼佷笟鍚堣锛氬唴閮ㄦ姤鍛婂拰瀵瑰澹版槑鐨勫噯纭€у鏌?