Sentiment Steering Mistral-7B-Instruct 0.1 (test)
100ASR (BadNets)No Defense
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| No DefenseDefense=None2026.03 | 100 | 74.24 | 8.25 | 10.26 | 96.48 | 57.84 | |
| FTParameter Setting=Lora Adapter2026.03 | 100 | 24.32 | 1.05 | 3.51 | 81.78 | 42.13 | |
| FTParameter Setting=Full Params2026.03 | 98.73 | 32.52 | 0.51 | 8.78 | 86.87 | 45.48 | |
| CROWParameter Setting=Full Params2026.03 | 97.46 | 13 | 0 | 10.26 | 80.53 | 40.25 | |
| PruningParameter Setting=Lora Adapter2026.03 | 92.52 | 56.88 | 3.32 | 4.23 | 82.66 | 47.92 | |
| QuantizationParameter Setting=Full Params2026.03 | 89.06 | 42.27 | 7.17 | 9.39 | 76.33 | 44.84 | |
| PruningParameter Setting=Full Params2026.03 | 78.74 | 20.41 | 1.51 | 2.74 | 28.76 | 26.43 | |
| Fine-PruningParameter Setting=Full Params2026.03 | 74.29 | 14.78 | 0 | 0.51 | 46.31 | 27.18 | |
| Fine-PruningParameter Setting=Lora Adapter2026.03 | 57.73 | 20.76 | 1.23 | 3.02 | 66.38 | 29.82 | |
| OursParameter Setting=Lora Adapter2026.03 | 8.12 | 7.73 | 0 | 0.51 | 11.43 | 5.56 | |
| OursParameter Setting=Full Params2026.03 | 6.9 | 3.51 | 0 | 0 | 7.47 | 3.58 |