RAG Utility Evaluation on FiQA
49.4Hit RateNo Defense
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| No DefenseDefense=No Defense2026.05 | 49.4 | 23.8 | 75.7 | |
| MetaSecAlignDefense=MetaSecAlign2026.05 | 49.4 | 23.8 | 75.2 | |
| CleanBaseDefense=CleanBase2026.05 | 49.4 | 23.8 | 74.9 | |
| CleanBase + MetaSecAlignDefense=CleanBase + MetaSecAlign2026.05 | 49.4 | 23.8 | 78.3 | |
| DataSentinelDefense=DataSentinel2026.05 | 48.9 | 23.2 | 74.8 | |
| TrustRAGDefense=TrustRAG2026.05 | 48.3 | 23.1 | 68.1 | |
| PromptGuardDefense=PromptGuard2026.05 | 46.6 | 22.2 | 75 |