Machine Unlearning on MUSE NEWS
58.42VerbMem (Df)Origin
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Origin2026.02 | 58.42 | 63.41 | 99.84 | 0 | 54.96 | — | — | — | — | — | — | — | — | — | — | — | |
| OriginalBackbone=LLaMA2-7B2026.05 | 58.4 | — | -99.8 | — | — | 63.9 | 55.2 | — | — | — | — | — | — | — | — | — | |
| Original2026.05 | 58.29 | — | — | — | — | 62.93 | 54.31 | — | — | — | — | — | — | — | — | — | |
| BaseBase Model=LLaMA2-7B2026.03 | 57.9 | 64.4 | -99.8 | — | 55.5 | — | — | — | — | — | — | — | — | — | — | — | |
| SimNPOKLBase Model=LLaMA2-7B2026.03 | 43.8 | 60.7 | -99.8 | — | 52 | — | — | — | — | — | — | — | — | — | — | — | |
| SimNPOGDBase Model=LLaMA2-7B2026.03 | 41.7 | 60 | -99.9 | — | 42.8 | — | — | — | — | — | — | — | — | — | — | — | |
| NPOGDBase Model=LLaMA2-7B2026.03 | 33.7 | 54.3 | -86 | — | 50.5 | — | — | — | — | — | — | — | — | — | — | — | |
| NPOKLBase Model=LLaMA2-7B2026.03 | 33 | 56.2 | -85.7 | — | 49.3 | — | — | — | — | — | — | — | — | — | — | — | |
| SatImp2026.05 | 21.02 | — | — | — | — | 30.01 | 35.21 | — | — | — | — | — | — | — | — | — | |
| Retrain2026.02 | 20.8 | 33.3 | 0 | 1 | 54.68 | — | — | — | — | — | — | — | — | — | — | — | |
| RetrainBackbone=LLaMA2-7B2026.05 | 20.8 | — | 0 | — | — | 33.1 | 55 | — | — | — | — | — | — | — | — | — | |
| RetrainBase Model=LLaMA2-7B2026.03 | 20.2 | 32.8 | 0 | — | 56 | — | — | — | — | — | — | — | — | — | — | — | |
| GUARD-ITBackbone=LLaMA2-7B, Alpha (α)=1.02026.05 | 19.9 | — | -1 | — | — | 0.7 | 55.3 | — | — | — | — | — | — | — | — | — | |
| SimNPO2026.05 | 19.17 | — | — | — | — | 38.62 | 36.63 | — | — | — | — | — | — | — | — | — | |
| RMUImplementation=Grad-Diff (GD) [74]2026.02 | 18.14 | 32.31 | 93.77 | 0.1627 | 38.95 | — | — | — | — | — | — | — | — | — | — | — | |
| RMU2026.05 | 18 | — | — | — | — | 34.68 | 34.75 | — | — | — | — | — | — | — | — | — | |
| WHP2026.02 | 17.15 | 23.17 | 97.56 | 0.0658 | 29.9 | — | — | — | — | — | — | — | — | — | — | — | |
| NPO2026.05 | 16.43 | — | — | — | — | 38.24 | 34.79 | — | — | — | — | — | — | — | — | — | |
| SimNPOImplementation=Grad-Diff (GD) [74]2026.02 | 13.21 | 47.82 | 11.75 | 0.738 | 40.66 | — | — | — | — | — | — | — | — | — | — | — | |
| ASUKLBase Model=LLaMA2-7B2026.03 | 8.8 | 46.8 | 59.6 | — | 52.2 | — | — | — | — | — | — | — | — | — | — | — | |
| KUDAImplementation=Grad-Diff (GD) [74]2026.02 | 8.71 | 0.26 | 20.09 | 0.9523 | 53.08 | — | — | — | — | — | — | — | — | — | — | — | |
| ASUGDBase Model=LLaMA2-7B2026.03 | 8.3 | 48 | 22.8 | — | 46.2 | — | — | — | — | — | — | — | — | — | — | — | |
| NPOImplementation=Grad-Diff (GD) [74]2026.02 | 7.6 | 54.62 | 105.79 | 0.0003 | 41.27 | — | — | — | — | — | — | — | — | — | — | — | |
| GAKLBase Model=LLaMA2-7B2026.03 | 6.8 | 1 | 43.9 | — | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| SimNPOBackbone=LLaMA2-7B2026.05 | 6.7 | — | 62.6 | — | — | 46.2 | 35.9 | — | — | — | — | — | — | — | — | — | |
| GAImplementation=Grad-Diff (GD) [74]2026.02 | 4.95 | 31.08 | 108.1 | 0.0002 | 27.33 | — | — | — | — | — | — | — | — | — | — | — | |
| GradDiffBackbone=LLaMA2-7B2026.05 | 4.9 | — | 107.9 | — | — | 31.3 | 22.9 | — | — | — | — | — | — | — | — | — | |
| GD2026.05 | 4.069 | — | — | — | — | 31.72 | 28.34 | — | — | — | — | — | — | — | — | — | |
| GAGDBase Model=LLaMA2-7B2026.03 | 3.6 | 1.9 | 9.4 | — | 0.7 | — | — | — | — | — | — | — | — | — | — | — | |
| WGD2026.05 | 3.443 | — | — | — | — | 2.033 | 30.28 | — | — | — | — | — | — | — | — | — | |
| EUA2026.05 | 1.759 | — | — | — | — | 0.7536 | 39.12 | — | — | — | — | — | — | — | — | — | |
| GABackbone=LLaMA2-7B2026.05 | 0 | — | 5.2 | — | — | 0 | 0 | — | — | — | — | — | — | — | — | — | |
| NPOBackbone=LLaMA2-7B2026.05 | 0 | — | 109.4 | — | — | 43.9 | 37.5 | — | — | — | — | — | — | — | — | — | |
| BLURBackbone=LLaMA2-7B2026.05 | 0 | — | 109.5 | — | — | 29 | 46.7 | — | — | — | — | — | — | — | — | — | |
| BaseModel=Llama-2 7B2026.06 | — | — | — | — | — | — | — | — | — | — | — | 57.25 | 66.45 | 54.9 | — | — | |
| DiPO2025.10 | — | — | — | — | 51.46 | — | — | — | — | — | 98.1 | — | — | — | 31.67 | 53.22 | |
| GATime (sec)=183.04 [0.01]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 0 | 0 | 0 | — | — | |
| GA2025.10 | — | — | — | — | 0 | — | — | — | — | — | 5.2 | — | — | — | 0 | 0 | |
| GA+GD2025.10 | — | — | — | — | 28.2 | — | — | — | — | — | 108.1 | — | — | — | 4.9 | 31.3 | |
| GRADASCENTModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 0.975 | 0 | 0 | 14.2 | — | — | — | — | — | |
| GRADASCENTModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 0.975 | 0 | 0 | 15.4 | — | — | — | — | — | |
| GradDiffTime (sec)=2517.87 [71.38]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 0.26 | 25.3 | 34.38 | — | — | |
| GRADDIFFModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 1.42 | 0 | 0 | 64.1 | — | — | — | — | — | |
| GRADDIFFModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 1.32 | 0 | 2.6 | 68.3 | — | — | — | — | — | |
| MASCTime (sec)=138.68 [37.28]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 1.1 | 19.37 | 23.14 | — | — | |
| NPOModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.71 | 23.4 | 25.5 | -64.5 | — | — | — | — | — | |
| NPOModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.83 | 21.3 | 23.3 | -64.9 | — | — | — | — | — | |
| NPOTime (sec)=227.88 [0.01]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 0 | 0 | 0 | — | — | |
| NPO2025.10 | — | — | — | — | 0 | — | — | — | — | — | 24.4 | — | — | — | 0 | 0 | |
| NPO+GD2025.10 | — | — | — | — | 40.5 | — | — | — | — | — | 105.8 | — | — | — | 1.2 | 54.6 | |
| NPO+KLRTime (sec)=4062.76 [628.86]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 6.32 | 51.78 | 44.36 | — | — | |
| Original2025.10 | — | — | — | — | 54.3 | — | — | — | — | — | -99.8 | — | — | — | 58.3 | 62.9 | |
| Retrain2026.06 | — | — | — | — | — | — | — | — | — | — | — | 20.26 | 32.55 | 55.31 | — | — | |
| Retrain2025.10 | — | — | — | — | 53.78 | — | — | — | — | — | 0 | — | — | — | 20.8 | 33.1 | |
| RMUTime (sec)=1076.06 [89.67]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 27.15 | 47.81 | 41.95 | — | — | |
| SATIMPModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.88 | 22.4 | 21.3 | -82.5 | — | — | — | — | — | |
| SATIMPModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.78 | 23.2 | 21.2 | -82.8 | — | — | — | — | — | |
| SimNPOTime (sec)=1877.52 [18.81]2026.06 | — | — | — | — | — | — | — | — | — | — | — | 8.03 | 45.81 | 37.02 | — | — | |
| SIMNPOModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.82 | 23.6 | 21.3 | -82.7 | — | — | — | — | — | |
| SIMNPOModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 2.88 | 23.1 | 21.6 | -82.6 | — | — | — | — | — | |
| UNDIALModel=Llama-3.2-3B-Instruct, Data Condition=CLEAN, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 1.36 | 23.6 | 27.6 | -81.6 | — | — | — | — | — | |
| UNDIALModel=Llama-3.2-3B-Instruct, Data Condition=MPU, m=2, kappa=0.012026.02 | — | — | — | — | — | — | — | 1.34 | 23.8 | 25.6 | -81.6 | — | — | — | — | — |