Machine Unlearning on TOFU (Forget Rate, Retain Rate, Mahal Dist)
83Forget RateBM25
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BM25Model=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 83 | 81 | 14.04 | |
| RandomSelectionModel=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 79 | 86 | 13.43 | |
| EmbeddingSimModel=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 54 | 76 | 8.72 | |
| RandomSelectionBackbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 51 | 42 | 54.75 | |
| RASLIKModel=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 49 | 78 | 7.96 | |
| RASLIK-FModel=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 46 | 75 | 7.41 | |
| BM25Backbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 45 | 46 | 48.54 | |
| OracleSamplingModel=OLMo-2-1124-7B, Objective=GAGDR2026.04 | 42 | 76 | 6.67 | |
| RASLIK-FBackbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 31 | 50 | 35.73 | |
| EmbeddingSimBackbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 28 | 43 | 33.4 | |
| OracleSamplingBackbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 28 | 42 | 33.33 | |
| RASLIKBackbone=OLMo-2-1124-7B, Unlearning Algorithm=GAKLR2026.04 | 27 | 43 | 32.84 |