Model Repair and Retention on Population-level Knowledge & Cognition Cohorts
86.9Percent HealedFAPM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FAPMMethod Type=Post-hoc2026.05 | 86.9 | 97.6 | 6.2 | 77.8 | 91.9 | 0 | 0 | |
| LoRAMethod Type=Training-time intervention, rank=162026.05 | 85.8 | 85.4 | 4.7 | 94.9 | 85.6 | 9 | 16.3 | |
| DG-HardMethod Type=Spectral / Post-hoc2026.05 | 80.9 | 85.4 | 73.1 | 97.3 | 83.1 | 83.5 | 83.3 | |
| CoFi-TuneMethod Type=Training-time intervention2026.05 | 80.2 | 75.6 | 16.7 | 96.2 | 77.8 | 28.5 | 41.7 | |
| L1-regMethod Type=Training-time intervention2026.05 | 79.3 | 87.8 | 38.7 | 98.6 | 83.4 | 55.6 | 66.7 | |
| WiSE-FTMethod Type=Post-hoc2026.05 | 76.3 | 90.2 | 55.8 | 97.5 | 82.7 | 71 | 76.4 | |
| V-SoftMaskMethod Type=Training-time intervention, Alternative name=DAS2026.05 | 14.3 | 97.6 | 94.7 | 99.6 | 24.9 | 97.1 | 39.7 |