| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Noisy label detection | Click | AUC0.855 | 18 | |
| Identifying mislabeled points | click | F1 Score9 | 12 | |
| Identifying mislabeled points | click | AUC-ROC11 | 12 | |
| Identifying mislabeled points | click | Precision7 | 12 | |
| Identifying mislabeled points | click | Recall14 | 12 | |
| Classification | Click | Error Rate32.86 | 11 | |
| High-value data removal | Click (test) | Weighted Accuracy Drop0.4 | 8 | |
| Cultural Question Answering | CLIcK | Accuracy0.5888 | 7 | |
| Knowledge | CLIcK | Score80.9 | 7 | |
| Data Valuation | click | Valuation Runtime (s)0.31 | 5 | |
| Text-to-Text | CLIcK Korean | Score75.2 | 4 | |
| Korean Culture | CLICK | Score82.6 | 4 | |
| Verifiable Data Valuation | click | Proving time (s)11.3 | 3 |