Machine Unlearning on WaterDrum
87.4USRR2F
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| R2FGradient Type=Reconstructed Full Gradient, Backbone=7B-scale LLM, LoRA rank=8, Paraphrased views=52025.12 | 87.4 | 95.3 | — | |
| FullGradGradient Type=Naive Full Gradient, Backbone=7B-scale LLM2025.12 | 83.1 | 91 | — | |
| SCRUBBackbone=7B-scale LLM2025.12 | 78 | 87.9 | — | |
| DeepCUTBackbone=7B-scale LLM2025.12 | 76.3 | 88.6 | — | |
| SKUBackbone=7B-scale LLM2025.12 | 74.5 | 90.4 | — | |
| LoRA_mulGradient Type=Multi-view LoRA, Backbone=7B-scale LLM, LoRA rank=8, Paraphrased views=52025.12 | 73.8 | 93.7 | — | |
| LoRA_sinGradient Type=Single-view LoRA, Backbone=7B-scale LLM, LoRA rank=82025.12 | 66.5 | 94 | — | |
| ECOBackbone=7B-scale LLM2025.12 | 65.2 | 92.2 | — | |
| DeepCUT2025.12 | — | — | 6.9 | |
| ECO2025.12 | — | — | 3.3 | |
| FullGrad2025.12 | — | — | 8.9 | |
| LoRA_mulmode=multi-view2025.12 | — | — | 4.3 | |
| LoRA_sinmode=single-view2025.12 | — | — | 3 | |
| R2F2025.12 | — | — | 5.1 | |
| SCRUB2025.12 | — | — | 6 | |
| SKU2025.12 | — | — | 4.8 |