LLM Unlearning on NEWS
22.09Verification Memory (VerMem)NPO+KLR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NPO+KLRPrecision=4-bit, Adapter=None2026.02 | 22.09 | 46.8 | -87.63 | 44.76 | |
| NPO+GDRPrecision=4-bit, Adapter=None2026.02 | 23.91 | 47.63 | -87.53 | 44.01 | |
| NPO+KLRPrecision=Full, Adapter=None2026.02 | 24.03 | 45.81 | -86.85 | 48.13 | |
| NPO+GDRPrecision=Full, Adapter=None2026.02 | 26.89 | 52.11 | -86.04 | 48.9 | |
| NPO+KLRPrecision=4-bit, Adapter=LoRA2026.02 | 28.24 | 48.4 | -95.42 | 39.96 | |
| NPO+KLRPrecision=Full, Adapter=LoRA2026.02 | 35.67 | 48.3 | -94.73 | 40.89 | |
| NPO+GDRPrecision=4-bit, Adapter=LoRA2026.02 | 37.78 | 49.09 | -99.72 | 46.4 | |
| GA+GDRPrecision=4-bit, Adapter=LoRA2026.02 | 40.22 | 48.15 | -99.79 | 44.82 | |
| GA+KLRPrecision=4-bit, Adapter=LoRA2026.02 | 41.72 | 53.68 | -99.74 | 47.77 | |
| GA+GDRPrecision=4-bit, Adapter=None2026.02 | 42.07 | 48.19 | -99.79 | 40.06 | |
| GA+KLRPrecision=4-bit, Adapter=None2026.02 | 43.38 | 53.24 | -99.51 | 44.18 | |
| NPO+GDRPrecision=Full, Adapter=LoRA2026.02 | 46.39 | 59.51 | -99.74 | 48.61 | |
| GA+GDRPrecision=Full, Adapter=LoRA2026.02 | 46.49 | 52.13 | -99.79 | 47.78 | |
| GA+KLRPrecision=Full, Adapter=None2026.02 | 49.01 | 63.12 | -99.51 | 52.14 | |
| GA+GDRPrecision=Full, Adapter=None2026.02 | 52.15 | 56.98 | -99.79 | 49.57 | |
| GA+KLRPrecision=Full, Adapter=LoRA2026.02 | 52.33 | 60.11 | -99.74 | 52.29 |