RAG Utility Evaluation on SciFact
85.1Hit RateNo Defense
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| No DefenseDefense=No Defense2026.05 | 85.1 | 81.6 | 80.7 | |
| MetaSecAlignDefense=MetaSecAlign2026.05 | 85.1 | 81.6 | 79.7 | |
| TrustRAGDefense=TrustRAG2026.05 | 85.1 | 81.6 | 73.5 | |
| CleanBaseDefense=CleanBase2026.05 | 85.1 | 81.6 | 81.8 | |
| CleanBase + MetaSecAlignDefense=CleanBase + MetaSecAlign2026.05 | 85.1 | 81.6 | 80.7 | |
| PromptGuardDefense=PromptGuard2026.05 | 78.4 | 75.9 | 80.3 | |
| DataSentinelDefense=DataSentinel2026.05 | 74.3 | 69 | 76.4 |