Machine Unlearning on TOFU 20% known forget set (DFk)
47.64Recovery RateTarget f_target
Evaluation results
| Method | Links | |
|---|---|---|
| Target f_targetEvaluation Protocol=P2. Recovery via ICL2026.04 | 47.64 | |
| Target f_targetEvaluation Protocol=P1. Direct Retrieval2026.04 | 42.45 | |
| Target f_targetEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 41.75 | |
| NPOEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 38.1 | |
| RMEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 35.71 | |
| DPOEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 32.14 | |
| IDKEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 27.38 | |
| GAEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 26.19 | |
| NPOEvaluation Protocol=P2. Recovery via ICL2026.04 | 17.86 | |
| RMEvaluation Protocol=P1. Direct Retrieval2026.04 | 10.71 | |
| RMEvaluation Protocol=P2. Recovery via ICL2026.04 | 9.52 | |
| NPOEvaluation Protocol=P1. Direct Retrieval2026.04 | 5.95 | |
| Retrain f_retrainEvaluation Protocol=P3. Recovery via Fine-tuning2026.04 | 2.13 | |
| Retrain f_retrainEvaluation Protocol=P1. Direct Retrieval2026.04 | 0 | |
| Retrain f_retrainEvaluation Protocol=P2. Recovery via ICL2026.04 | 0 | |
| GAEvaluation Protocol=P1. Direct Retrieval2026.04 | 0 | |
| GAEvaluation Protocol=P2. Recovery via ICL2026.04 | 0 | |
| DPOEvaluation Protocol=P1. Direct Retrieval2026.04 | 0 | |
| DPOEvaluation Protocol=P2. Recovery via ICL2026.04 | 0 | |
| IDKEvaluation Protocol=P1. Direct Retrieval2026.04 | 0 | |
| IDKEvaluation Protocol=P2. Recovery via ICL2026.04 | 0 |