Prompt Injection Defense on LCC
67UtilityNo Defense
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| No DefenseAttack=TAP2026.04 | 67 | 60 | |
| AgentWatcherAttack=TAP2026.04 | 67 | 8 | |
| No DefenseAttack=PAIR2026.04 | 67 | 55 | |
| AgentWatcherAttack=PAIR2026.04 | 67 | 6 | |
| No DefenseAttack=Safe environment2026.04 | 67 | 28 | |
| AgentWatcherAttack=Safe environment2026.04 | 67 | 3 | |
| No DefenseAttack=Fake definition2026.04 | 67 | 22 | |
| AgentWatcherAttack=Fake definition2026.04 | 67 | 9 | |
| No DefenseAttack=Utility loss warning2026.04 | 67 | 21 | |
| AgentWatcherAttack=Utility loss warning2026.04 | 67 | 4 | |
| No DefenseAttack=Fake delimiter2026.04 | 67 | 22 | |
| AgentWatcherAttack=Fake delimiter2026.04 | 67 | 7 |