Prompt Injection Detection on NLI
100Detection Rate (TPR/FPR)DataSentinel
Evaluation Results
| Method | Links | |
|---|---|---|
| DataSentinelAttack=CoA2026.05 | 100 | |
| PromptGuardAttack=CoA2026.05 | 100 | |
| SHuShDetector=Adaptive DataSentinel, Attack=UCC2026.05 | 69.1 | |
| Adaptive DataSentinelAttack=Cover2026.05 | 30.6 | |
| SHuShDetector=DataSentinel, Attack=UCC2026.05 | 5.7 | |
| DataSentinelAttack=Cover2026.05 | 0.5 | |
| PromptGuardAttack=Cover2026.05 | 0.5 | |
| SHuShDetector=PromptGuard, Attack=UCC2026.05 | 0.5 |