Stealthiness Evaluation on LLaMA Guard 2 8B
2.34PPL MeanArtPrompt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ArtPrompt2024.10 | 2.34 | 0.52 | |
| Ascii2024.10 | 7.25 | 1.04 | |
| Base642024.10 | 9.78 | 2.81 | |
| Morse Cipher2024.10 | 16.78 | 3.38 | |
| ReNeLLM2024.10 | 21.13 | 9 | |
| Unicode2024.10 | 35.25 | 33.33 | |
| UTF-82024.10 | 35.25 | 33.33 | |
| Origin2024.10 | 41.81 | 53.42 | |
| Caesar Cipher2024.10 | 192.17 | 161.42 | |
| FlipAttack2024.10 | 909.42 | 643.61 |