Unlearning on TOFU Forget Set
68.28FBELUDe
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ELUDeFinetune=GA+KL2026.04 | 68.28 | 68.47 | 67.22 | 67.99 | |
| ELUDeFinetune=NPO2026.04 | 67.93 | 50.73 | 48.65 | 55.77 | |
| Before2026.04 | 67.29 | 72.9 | 68.39 | 69.53 | |
| ELUDeFinetune=GA2026.04 | 66.94 | 67.99 | 66.25 | 67.06 | |
| DirectQAFinetune=GA2026.04 | 66.75 | 65.41 | 62.96 | 65.04 | |
| DirectQAFinetune=GA+KL2026.04 | 66.08 | 65.29 | 65.35 | 65.57 | |
| RWKUFinetune=GA2026.04 | 65.97 | 74.04 | 68.04 | 69.35 | |
| DirectQAFinetune=NPO2026.04 | 64.97 | 68.7 | 68.26 | 67.31 | |
| MAGEFinetune=GA+GD2026.04 | 64.84 | 70.42 | 65.15 | 66.8 | |
| DirectQAFinetune=GA+GD2026.04 | 64.22 | 72.01 | 65.45 | 67.23 | |
| RWKUFinetune=GA+GD2026.04 | 63.56 | 72.96 | 66.75 | 67.76 | |
| ELUDeFinetune=GA+GD2026.04 | 63.56 | 61.63 | 64.4 | 63.86 | |
| MAGEFinetune=GA+KL2026.04 | 63.3 | 71.35 | 66.94 | 67.2 | |
| RWKUFinetune=GA+KL2026.04 | 62.93 | 72.96 | 66.84 | 67.58 | |
| MAGEFinetune=NPO2026.04 | 62.83 | 50.97 | 45.5 | 53.1 | |
| RWKUFinetune=NPO2026.04 | 62.45 | 71.29 | 65.61 | 66.45 | |
| MAGEFinetune=GA2026.04 | 62.36 | 67.24 | 63.55 | 64.38 |