| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Mislabel Detection | apsfail | AUROC0.971 | 17 | |
| Identifying mislabeled points | apsfail | F1 Score48 | 12 | |
| Identifying mislabeled points | apsfail | Precision (apsfail)36 | 12 | |
| Identifying mislabeled points | apsfail | Recall73 | 12 | |
| Data Valuation | apsfail | Valuation Runtime (s)0.47 | 5 | |
| Noisy Detection | apsfail | AUROC0.916 | 5 | |
| Verifiable Data Valuation | apsfail | Proving Time (s)10.8 | 2 |