| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MUSE-News 1.0 (test) | F target | Privacy Leak-99.8114 | 55 | 3mo ago | |
| Syntax-preserving dataset (forget set) | GA | PrivLeak0.51 | 40 | 5mo ago | |
| Ele-Fashion | ETR | Unlearning Time (s)0.38 | 32 | 2mo ago | |
| Goodreads-NC | ETR | Unlearning Time (s)1.07 | 31 | 2mo ago | |
| TOFU (Split99) | UNDIAL | Forget Quality1 | 25 | 2mo ago | |
| TOFU forget10 (forget) | rL0.954 | 24 | 2mo ago | ||
| MUSE-Books 1.0 (test) | PRISM | Unlearn Score86 | 24 | 3mo ago | |
| WMDP retain | GU+SimNPO | Retain55.6 | 22 | 2mo ago | |
| WMDP (forget split) | GU+SimNPO | BF16 Precision55.4 | 22 | 2mo ago | |
| DomainNet c → s | Original (SF(DA)2) | A_Dr66.6 | 22 | 3mo ago | |
| DomainNet Sketch to Painting | Original (SF(DA)2) | A_Dr71.3 | 22 | 3mo ago | |
| Adult Census Dataset | Task Accuracy79.3 | 21 | 18d ago | ||
| Toxic Bias Dataset | Task Accuracy90.12 | 21 | 18d ago | ||
| RT-Gender Dataset | SKU | Task Accuracy73.58 | 21 | 18d ago | |
| Bios Dataset | Task Accuracy99.82 | 21 | 18d ago | ||
| HumanEval State unlearning | NL-based | Unlearn Efficacy100 | 18 | 3mo ago | |
| TOFU Neighbor Set | DirectQA | FB Score66.85 | 17 | 3mo ago | |
| TOFU Forget Set | ELUDe | FB68.28 | 17 | 3mo ago | |
| SciQ-WMDP-Bio (test) | Concept Accuracy68.7 | 16 | 18d ago | ||
| MUSE-News (test) | VerbMem (w/o Q)58.4 | 15 | 3mo ago | ||
| SD Preserved Concepts Set 2.1 | SPM | CS Score73.3 | 14 | 1mo ago | |
| SD Van Gogh Erased Set 2.1 | KL | CS Score0.755 | 14 | 1mo ago | |
| RWKU | Forget Quality (FB)85.6 | 13 | 1mo ago | ||
| MUSE-Books Harry Potter forget set 500 samples | R-Forget-50039.99 | 13 | 5mo ago | ||
| MUSE-Books Harry Potter 100 samples (forget set) | R-Forget32.13 | 13 | 5mo ago |
