Prompt Injection Attack on SQuAD v2
0ASRPAIR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PAIRDefense=Attn.Tracker2026.04 | 0 | — | |
| TAPDefense=Attn.Tracker2026.04 | 0 | — | |
| StrategyDefense=Attn.Tracker2026.04 | 0 | — | |
| PAIRDefense=SecAlign++2026.04 | 1 | 86 | |
| TAPDefense=SecAlign++2026.04 | 3 | 86 | |
| PAIRDefense=PISanitizer2026.04 | 5 | 96 | |
| TAPDefense=PISanitizer2026.04 | 5 | 96 | |
| StrategyDefense=SecAlign++2026.04 | 9 | 91 | |
| TAPDefense=PIGuard2026.04 | 14 | — | |
| PAIRDefense=PIGuard2026.04 | 15 | — | |
| TAPDefense=PromptGuard2026.04 | 43 | — | |
| TAPDefense=DataSentinel2026.04 | 50 | — | |
| PAIRDefense=PromptGuard2026.04 | 52 | — | |
| PAIRDefense=DataSentinel2026.04 | 63 | — | |
| TAPDefense=DataFilter2026.04 | 66 | 73 | |
| PAIRDefense=DataFilter2026.04 | 71 | 67 | |
| StrategyDefense=PIGuard2026.04 | 71 | — | |
| TAPDefense=PromptArmor2026.04 | 76 | 67 | |
| StrategyDefense=DataSentinel2026.04 | 78 | — | |
| PAIRDefense=PromptArmor2026.04 | 82 | 58 | |
| TAPDefense=No Defense2026.04 | 85 | 58 | |
| StrategyDefense=PISanitizer2026.04 | 85 | 48 | |
| PAIRDefense=No Defense2026.04 | 87 | 56 | |
| StrategyDefense=DataFilter2026.04 | 93 | 38 | |
| StrategyDefense=No Defense2026.04 | 100 | 32 | |
| StrategyDefense=PromptArmor2026.04 | 100 | 36 | |
| StrategyDefense=PromptGuard2026.04 | 100 | — |