Jailbreak Defense on Llama-3.1-8B-Instruct
0GCG Success RateQwen3Guard
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen3GuardDefense Method=Qwen3Guard2026.04 | 0 | 0 | 0 | 13 | 10 | 5 | 11 | 0 | 0 | 0 | 35 | 21 | 8 | |
| TrajGuardDefense Method=TrajGuard (Ours)2026.04 | 0 | 1 | 0 | 14 | 4 | 0 | 4 | 1 | 0 | 3 | 14 | 9 | 4 | |
| Goal PrioritizationDefense Method=Goal Prioritization2026.04 | 1 | 79 | 21 | 19 | 20 | 9 | 42 | 0 | 22 | 14 | 54 | 11 | 24 | |
| Llama Guard 3Defense Method=Llama Guard 32026.04 | 2 | 1 | 2 | 20 | 25 | 22 | 28 | 0 | 64 | 8 | 61 | 23 | 21 | |
| Self-GuardDefense Method=Self-Guard2026.04 | 2 | 19 | 29 | 17 | 20 | 42 | 40 | 2 | 10 | 18 | 53 | 22 | 23 | |
| No DefenseDefense Method=No Defense2026.04 | 96 | 83 | 47 | 20 | 38 | 47 | 69 | 41 | 79 | 21 | 68 | 79 | 57 |