Machine Unlearning on MUSE Books
-89.6Privacy Leakage
UNDIAL
Updated 19d ago
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | -89.6 | - | - | - | - | 1.09 | 24.3 | - | - | 35.9 | - | - | |
2026.02 | -89.6 | - | - | - | - | 1.06 | 22.9 | - | - | 31.6 | - | - | |
2026.02 | -84.2 | - | - | - | - | 1.43 | 23.7 | - | - | 32 | - | - | |
2026.02 | -83.6 | - | - | - | - | 1.41 | 22.7 | - | - | 31.6 | - | - | |
2026.01 | -76.1834 | 7.09 | 5.29 | 11.93 | - | - | - | - | - | - | - | - | |
2026.02 | -73.2 | - | - | - | - | 1.5 | 22.6 | - | - | 33.3 | - | - | |
2026.02 | -71.9 | - | - | - | - | 1.55 | 23.4 | - | - | 31.3 | - | - | |
2026.01 | -60.466 | - | - | - | 93.627 | 15.484 | 32.808 | 35.574 | 31.345 | 59.876 | 41.148 | - | |
2026.02 | -57.9 | - | - | - | - | 1.59 | 19.1 | - | - | 22.9 | - | - | |
2026.01 | -57.5629 | - | - | - | 90.897 | 9.333 | 33.523 | 27.55 | 41.405 | 57.313 | 48.077 | - | |
2026.01 | -57.3639 | 60.16 | 36.07 | 42.34 | - | - | - | - | - | - | - | - | |
2026.01 | -57.341 | 69.13 | 47.12 | 99.7 | - | - | - | - | - | - | - | - | |
2026.01 | -57.3225 | - | - | - | 18.952 | 0.865 | 18.392 | 0.54 | 100 | 58.451 | 73.778 | - | |
2026.03 | -57.3 | 69.1 | 47.1 | 99.7 | - | - | - | - | - | - | - | - | |
2026.02 | -57.2 | - | - | - | - | 1.12 | 18.3 | - | - | 19.5 | - | - | |
2026.02 | -57.1 | - | - | - | - | 1.55 | 21.3 | - | - | 20.1 | - | - | |
2026.02 | -56.9 | - | - | - | - | 1.12 | 16.7 | - | - | 20.4 | - | - | |
2026.02 | -56.1 | - | - | - | - | 1.72 | 21.4 | - | - | 23.8 | - | - | |
2026.02 | -55.9 | - | - | - | - | 1.75 | 21.8 | - | - | 24.7 | - | - | |
2026.01 | -55.7692 | 64.24 | 44.14 | 60.11 | - | - | - | - | - | - | - | - | |
2026.01 | -55.7544 | 61.63 | 28.96 | 20.52 | - | - | - | - | - | - | - | - | |
2026.03 | -54.6 | 61.4 | 36.7 | 54.4 | - | - | - | - | - | - | - | - | |
2026.03 | -54.4 | 51.6 | 36.7 | 25.8 | - | - | - | - | - | - | - | - | |
2026.01 | -53.9386 | - | - | - | 94.73 | 18.23 | 38.053 | 42.416 | 25.306 | 63.058 | 36.117 | - | |
2026.03 | -53.8 | 61.4 | 36.6 | 53.2 | - | - | - | - | - | - | - | - | |
2026.02 | -53.1 | - | - | - | - | 1.45 | 20.6 | - | - | 19.4 | - | - | |
2026.02 | -53.1 | - | - | - | - | 1.47 | 20.8 | - | - | 21.9 | - | - | |
2026.02 | -53 | - | - | - | - | 1.46 | 18.6 | - | - | 20 | - | - | |
2026.02 | -52.9 | - | - | - | - | 1.48 | 18.6 | - | - | 19.8 | - | - | |
2026.02 | -52.9 | - | - | - | - | 1.47 | 18.2 | - | - | 20.5 | - | - | |
2026.02 | -52.6 | - | - | - | - | 1.47 | 19.3 | - | - | 19.2 | - | - | |
2026.01 | -52.5518 | - | - | - | 91.302 | 11.452 | 21.475 | 26.978 | 41.021 | 53.345 | 46.378 | - | |
2026.03 | -52.3 | 58.9 | 19 | 4.9 | - | - | - | - | - | - | - | - | |
2026.01 | -51.7018 | 59.69 | 30.09 | 23.64 | - | - | - | - | - | - | - | - | |
2026.01 | -51.2574 | - | - | - | 92.421 | 13.04 | 20.335 | 30.689 | 36.774 | 52.26 | 43.17 | - | |
2026.03 | -51 | 62.5 | 28.6 | 5.3 | - | - | - | - | - | - | - | - | |
2026.02 | -48.6 | - | - | - | - | 1.36 | 13.5 | - | - | 13 | - | - | |
2026.02 | -48.2 | - | - | - | - | 1.36 | 15.1 | - | - | 12.9 | - | - | |
2026.03 | -41.7 | 68.1 | 46.9 | 13.1 | - | - | - | - | - | - | - | - | |
2026.01 | -35.9652 | - | - | - | 0.968 | 0.794 | 22.401 | 0.0089 | 100 | 44.479 | 61.572 | - | |
2026.02 | -34.5 | - | - | - | - | 0.915 | 0 | - | - | 0 | - | - | |
2026.01 | -34.2641 | - | - | - | 0.944 | 0.794 | 23.983 | 0.0337 | 100 | 47.345 | 64.264 | - | |
2026.02 | -32 | - | - | - | - | 0.915 | 0 | - | - | 0 | - | - | |
2026.01 | -30.6583 | - | - | - | 20.746 | 0.913 | 33.61 | 0.316 | 94.209 | 60.877 | 73.961 | - | |
2026.02 | -30.1 | - | - | - | - | 1.22 | 16.1 | - | - | 20.6 | - | - | |
2026.02 | -29.8 | - | - | - | - | 0.915 | 23.9 | - | - | 30 | - | - | |
2026.02 | -29.7 | - | - | - | - | 1.48 | 22 | - | - | 24 | - | - | |
2026.02 | -29.7 | - | - | - | - | 1.49 | 22 | - | - | 24.2 | - | - | |
2026.02 | -29.3 | - | - | - | - | 1.43 | 21.8 | - | - | 28.1 | - | - | |
2026.02 | -28.9 | - | - | - | - | 1.4 | 21.4 | - | - | 27.7 | - | - | |
2026.02 | -28.8 | - | - | - | - | 0.915 | 22.1 | - | - | 31.5 | - | - | |
2026.02 | -28.5 | - | - | - | - | 1.25 | 15.2 | - | - | 21.8 | - | - | |
2026.02 | -27.8 | - | - | - | - | 1.46 | 22.6 | - | - | 27.3 | - | - | |
2026.02 | -27.8 | - | - | - | - | 1.42 | 21.5 | - | - | 28.2 | - | - | |
2026.02 | -26 | - | - | - | - | 1.47 | 22.1 | - | - | 30.6 | - | - | |
2026.02 | -26 | - | - | - | - | 1.47 | 22.1 | - | - | 29.7 | - | - | |
2026.02 | -25.9 | - | - | - | - | 1.44 | 22.1 | - | - | 29.4 | - | - | |
2026.02 | -25.9 | - | - | - | - | 1.47 | 22.7 | - | - | 29.7 | - | - | |
2026.02 | -25.9 | - | - | - | - | 1.46 | 21.8 | - | - | 30.3 | - | - | |
2026.02 | -25.8 | - | - | - | - | 1.44 | 22.3 | - | - | 30.4 | - | - | |
2026.03 | -24.9 | 0 | 0 | 0 | - | - | - | - | - | - | - | - | |
2026.02 | -24 | - | - | - | - | 1.27 | 18.1 | - | - | 19.1 | - | - | |
2026.03 | -23.8 | 0 | 0 | 0 | - | - | - | - | - | - | - | - | |
2026.02 | -23.7 | - | - | - | - | 1.25 | 17.2 | - | - | 18.8 | - | - | |
2026.01 | -21.1169 | - | - | - | 1.206 | 0.794 | 27.47 | 0 | 100 | 59.918 | 74.936 | - | |
2026.02 | -2.22 | - | - | - | - | 0.924 | 15.2 | - | - | 20.2 | - | - | |
2026.02 | -1.87 | - | - | - | - | 0.924 | 14.7 | - | - | 19.8 | - | - | |
2026.02 | 0 | 74.38 | 28.9 | 14.35 | - | - | - | - | - | - | - | 1 | |
2026.03 | 0 | 68.7 | 30.3 | 14.4 | - | - | - | - | - | - | - | - | |
2026.02 | 7.42 | - | - | - | - | 0.915 | 0 | - | - | 11.5 | - | - | |
2026.01 | 8.16 | 68.74 | 30.29 | 14.45 | - | - | - | - | - | - | - | - | |
2026.02 | 16.55 | 61.97 | 26.73 | 0.05 | - | - | - | - | - | - | - | 0.8792 | |
2026.02 | 17.15 | 49.55 | 3.24 | 0 | - | - | - | - | - | - | - | 0.8737 | |
2026.02 | 20.45 | 58.37 | 30.92 | 7.04 | - | - | - | - | - | - | - | 0.8248 | |
2026.02 | 28.9 | - | - | - | - | 0.915 | 4.55 | - | - | 14.6 | - | - | |
2026.02 | 31.7 | - | - | - | - | 0.915 | 3.31 | - | - | 14.1 | - | - | |
2026.02 | 35.4 | - | - | - | - | 0.915 | 0 | - | - | 14.6 | - | - | |
2026.02 | 40.5 | 34.24 | 23.96 | 11 | - | - | - | - | - | - | - | 0.5452 | |
2026.02 | 41.35 | 44.75 | 27.68 | 20.13 | - | - | - | - | - | - | - | 0.52 | |
2026.02 | 51.56 | 63.47 | 51.49 | 19.04 | - | - | - | - | - | - | - | 0.1849 | |
2026.02 | 52.3 | - | - | - | - | 0.915 | 0 | - | - | 0 | - | - | |
2026.02 | 56.6 | - | - | - | - | 0.915 | 0 | - | - | 0 | - | - | |
2026.02 | 56.68 | 67 | 58.76 | 99.59 | - | - | - | - | - | - | - | 0 | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 74.8 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 71.7 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 70.8 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 0 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 14.4 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 16.9 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 0 | - | |
2025.09 | - | - | - | - | - | - | - | - | - | - | 86 | - |