LLM Unlearning on BOOKS
0VerMemGA+GDR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GA+GDRPrecision=Full, Adapter=None2026.02 | 0 | 36.3 | -24.01 | 68.74 | |
| GA+GDRPrecision=Full, Adapter=LoRA2026.02 | 0 | 37.68 | -3.79 | 61.9 | |
| GA+GDRPrecision=4-bit, Adapter=None2026.02 | 0 | 28.77 | -23.65 | 53.79 | |
| GA+GDRPrecision=4-bit, Adapter=LoRA2026.02 | 0 | 26.43 | -3.77 | 53.16 | |
| GA+KLRPrecision=Full, Adapter=None2026.02 | 0 | 34.62 | -24.66 | 62.14 | |
| GA+KLRPrecision=Full, Adapter=LoRA2026.02 | 0 | 0 | -3.67 | 62.19 | |
| GA+KLRPrecision=4-bit, Adapter=None2026.02 | 0 | 23.64 | -25.68 | 44.13 | |
| GA+KLRPrecision=4-bit, Adapter=LoRA2026.02 | 0.14 | 0 | -5.86 | 50.3 | |
| NPO+KLRPrecision=Full, Adapter=LoRA2026.02 | 16.76 | 26.48 | -61.32 | 41.82 | |
| NPO+KLRPrecision=4-bit, Adapter=LoRA2026.02 | 17.03 | 24.33 | -56.88 | 42.02 | |
| NPO+GDRPrecision=4-bit, Adapter=LoRA2026.02 | 20.3 | 36.64 | -58.91 | 58.1 | |
| NPO+GDRPrecision=Full, Adapter=LoRA2026.02 | 22.67 | 36.63 | -60.07 | 59.65 | |
| NPO+KLRPrecision=4-bit, Adapter=None2026.02 | 38.65 | 26 | -57.87 | 48.5 | |
| NPO+GDRPrecision=4-bit, Adapter=None2026.02 | 41.18 | 25.64 | -58.45 | 50.17 | |
| NPO+KLRPrecision=Full, Adapter=None2026.02 | 51.39 | 31.16 | -55.82 | 60.25 | |
| NPO+GDRPrecision=Full, Adapter=None2026.02 | 54.61 | 33.39 | -56.37 | 60.09 |