Unlearning on MUSE-Books 1.0 (test)
86Unlearn ScorePRISM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRISMRelearning attack steps=502025.09 | 86 | 0.746 | 0.292 | 46.588 | |
| PRISMRelearning attack steps=752025.09 | 86 | 5.405 | 16.823 | 61.56 | |
| PRISMRelearning attack steps=1002025.09 | 86 | 6.804 | 33.045 | 63.181 | |
| SAM+NPORelearning attack steps=502025.09 | 74.8 | 3.458 | 0 | 8.685 | |
| SAM+NPORelearning attack steps=752025.09 | 74.8 | 8.167 | 13.264 | 29 | |
| SAM+NPORelearning attack steps=1002025.09 | 74.8 | 15.552 | 35.384 | 60.738 | |
| NPORelearning attack steps=502025.09 | 71.7 | 3.231 | 0.333 | 32.568 | |
| NPORelearning attack steps=752025.09 | 71.7 | 10.695 | 16.525 | 52.873 | |
| NPORelearning attack steps=1002025.09 | 71.7 | 20.595 | 34.126 | 61.3 | |
| NPOGDRRelearning attack steps=502025.09 | 70.8 | 3.499 | 0 | 24.973 | |
| NPOGDRRelearning attack steps=752025.09 | 70.8 | 7.03 | 14.305 | 49.285 | |
| NPOGDRRelearning attack steps=1002025.09 | 70.8 | 17.556 | 33.75 | 57.421 | |
| DOORRelearning attack steps=502025.09 | 16.9 | 99.701 | 36.908 | 61.398 | |
| DOORRelearning attack steps=752025.09 | 16.9 | 99.702 | 38.734 | 61.331 | |
| DOORRelearning attack steps=1002025.09 | 16.9 | 99.702 | 38.798 | 62.83 | |
| GAGDRRelearning attack steps=502025.09 | 14.4 | 11.497 | 2.673 | 20.94 | |
| GAGDRRelearning attack steps=752025.09 | 14.4 | 12.396 | 10.393 | 39.46 | |
| GAGDRRelearning attack steps=1002025.09 | 14.4 | 17.264 | 28.019 | 53.673 | |
| GARelearning attack steps=502025.09 | 0 | 5.361 | 0.915 | 0.542 | |
| GARelearning attack steps=752025.09 | 0 | 10.143 | 0.051 | 0.571 | |
| GARelearning attack steps=1002025.09 | 0 | 13.266 | 2.109 | 2.555 | |
| Task VectorRelearning attack steps=502025.09 | 0 | 99.236 | 33.507 | 61.247 | |
| Task VectorRelearning attack steps=752025.09 | 0 | 99.169 | 33.58 | 61.247 | |
| Task VectorRelearning attack steps=1002025.09 | 0 | 99.168 | 34.343 | 61.247 |