| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Knowledge Recovery | WMDP-Bio 100-sample subset | ASR0.93 | 36 | |
| Machine Unlearning | WMDP Cyber (test) | MMLU60.65 | 21 | |
| Knowledge Unlearning | WMDP bio | Accuracy71.09 | 20 | |
| Knowledge Unlearning | WMDP cyber | Accuracy47.21 | 16 | |
| Machine Unlearning | WMDP | Acc (Bio)74.16 | 12 | |
| Knowledge Unlearning | WMDP Bio (test) | Accuracy Forget64.81 | 11 | |
| Machine Unlearning | WMDP average of biology and cyber | Accuracy0.557 | 10 | |
| Machine Unlearning | WMDP Bio (test) | Bio Score63.7 | 10 | |
| Relearning Attack | WMDP | RAP41.2 | 8 | |
| Machine Unlearning | WMDP | MIA0.029 | 8 | |
| Bio-threat knowledge evaluation | WMDP Bio | Accuracy (All)72.43 | 7 | |
| Machine Unlearning | WMDP | Bio Score64.7 | 7 | |
| Knowledge Suppression | WMDP Cyber | Accuracy44.7 | 4 | |
| Machine Unlearning | WMDP | Norm FA24 | 3 |