Jailbreak Prompt Generation on Jailbreak Prompts Dataset
0.73SimilarityAmpleGCG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AmpleGCGBackbone=Vicuna7B2026.05 | 0.73 | 43.01 | — | — | — | 1 | 1 | |
| AmpleGCGBackbone=Llama22026.05 | 0.72 | 41.15 | — | — | — | 1 | 1 | |
| AmpleGCGBackbone=Vicuna7B-Guanaco7B2026.05 | 0.71 | 40.31 | — | — | — | 1 | 1 | |
| AutoDANBackbone=Llama22026.05 | 0.64 | 141.5 | 0.25 | 0.32 | 0.44 | 0.72 | 0.92 | |
| OUR (category-aware generator LLMs)Backbone=Llama32026.05 | 0.64 | 24.25 | 0.25 | 0.35 | 0.43 | 0.29 | 0.51 | |
| OUR (category-aware generator LLMs)Backbone=Tulu32026.05 | 0.62 | 38.67 | 0.24 | 0.34 | 0.43 | 0.44 | 0.9 | |
| OUR (category-aware generator LLMs)Backbone=Vicuna7B2026.05 | 0.62 | 38.67 | 0.24 | 0.34 | 0.43 | 0.44 | 0.9 | |
| AutoDANBackbone=Vicuna7B2026.05 | 0.52 | 104.62 | 0.26 | 0.3 | 0.43 | 0.75 | 0.98 |