Adversarial Suffix Compression on AdvBench
10.5Suffix Compression Rate (SCR)GCG + Mask
Evaluation Results
| Method | Links | |
|---|---|---|
| GCG + MaskTarget Model=Llama-2-13b, Suffix Length=302025.09 | 10.5 | |
| GCG + MaskTarget Model=Llama-2-7b, Suffix Length=302025.09 | 9.9 | |
| GCG + MaskTarget Model=Average, Suffix Length=302025.09 | 7.5 | |
| AmpleGCG + MaskTarget Model=Vicuna-7b, Suffix Length=202025.09 | 6.5 | |
| GCG + MaskTarget Model=Llama-2-7b, Suffix Length=202025.09 | 5.8 | |
| I-GCG + MaskTarget Model=Llama-2-13b, Suffix Length=302025.09 | 5.4 | |
| GCG + MaskTarget Model=Llama-2-13b, Suffix Length=202025.09 | 5.2 | |
| AmpleGCG + MaskTarget Model=Llama-2-13b, Suffix Length=202025.09 | 5.1 | |
| AmpleGCG + MaskTarget Model=Llama-2-13b, Suffix Length=302025.09 | 4.7 | |
| AmpleGCG + MaskTarget Model=Average, Suffix Length=202025.09 | 4.5 | |
| GCG + MaskTarget Model=Average, Suffix Length=202025.09 | 4.1 | |
| I-GCG + MaskTarget Model=Llama-2-13b, Suffix Length=202025.09 | 4.1 | |
| AmpleGCG + MaskTarget Model=Vicuna-7b, Suffix Length=302025.09 | 4.1 | |
| AmpleGCG + MaskTarget Model=Average, Suffix Length=302025.09 | 3.5 | |
| I-GCG + MaskTarget Model=Average, Suffix Length=302025.09 | 2.4 | |
| GCG + MaskTarget Model=Vicuna-7b, Suffix Length=302025.09 | 2.1 | |
| AmpleGCG + MaskTarget Model=Llama-2-7b, Suffix Length=202025.09 | 2 | |
| AmpleGCG + MaskTarget Model=Llama-2-7b, Suffix Length=302025.09 | 1.7 | |
| I-GCG + MaskTarget Model=Average, Suffix Length=202025.09 | 1.5 | |
| GCG + MaskTarget Model=Vicuna-7b, Suffix Length=202025.09 | 1.4 | |
| I-GCG + MaskTarget Model=Vicuna-7b, Suffix Length=302025.09 | 1.1 | |
| I-GCG + MaskTarget Model=Llama-2-7b, Suffix Length=302025.09 | 0.7 | |
| I-GCG + MaskTarget Model=Vicuna-7b, Suffix Length=202025.09 | 0.3 | |
| I-GCG + MaskTarget Model=Llama-2-7b, Suffix Length=202025.09 | 0.2 |