Machine Unlearning on MedMCQA
91.2Forgetting RateComplete Retraining
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Complete Retraining2025.11 | 91.2 | 79.8 | 85.5 | 0.782 | 0.95 | |
| Ours (Dual-Strategy)2025.11 | 82.7 | 88.5 | 85.6 | 0.847 | 0.89 | |
| AILS-NTUA2025.11 | 78.9 | 84.1 | 81.5 | 0.801 | 0.82 | |
| SUGD2025.11 | 75.8 | 83.2 | 79.5 | 0.751 | 0.74 | |
| Gradient Ascent2025.11 | 73.2 | 81.4 | 77.3 | 0.723 | 0.71 | |
| Original Model2025.11 | 0 | 89.2 | 44.6 | — | 0.52 |