Unlearning on TOFU Neighbor Set
66.85FB ScoreDirectQA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DirectQAFinetune=GA+KL2026.04 | 66.85 | 54.91 | 60.88 | |
| DirectQAFinetune=GA2026.04 | 63.77 | 55.34 | 59.56 | |
| MAGEFinetune=NPO2026.04 | 63.48 | 54.91 | 59.2 | |
| RWKUFinetune=NPO2026.04 | 63 | 56.88 | 59.94 | |
| Before2026.04 | 62.51 | 58.19 | 60.35 | |
| RWKUFinetune=GA2026.04 | 62.27 | 56.92 | 59.59 | |
| DirectQAFinetune=NPO2026.04 | 61.83 | 55.61 | 58.72 | |
| RWKUFinetune=GA+KL2026.04 | 61.31 | 57.46 | 59.38 | |
| ELUDeFinetune=GA2026.04 | 61.13 | 57.93 | 59.53 | |
| ELUDeFinetune=GA+GD2026.04 | 60.84 | 56.24 | 58.54 | |
| MAGEFinetune=GA2026.04 | 60.83 | 55.9 | 58.37 | |
| ELUDeFinetune=GA+KL2026.04 | 60.72 | 57.1 | 58.91 | |
| MAGEFinetune=GA+GD2026.04 | 59.95 | 56.46 | 58.21 | |
| ELUDeFinetune=NPO2026.04 | 59.71 | 48.36 | 54.04 | |
| RWKUFinetune=GA+GD2026.04 | 59.52 | 57.72 | 58.62 | |
| DirectQAFinetune=GA+GD2026.04 | 58.27 | 57.02 | 57.65 | |
| MAGEFinetune=GA+KL2026.04 | 58.08 | 56.91 | 57.49 |