| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Open Intent Detection | OOS_CG (test) | F1 (IND)55.99 | 24 | |
| Intent Recognition | OOS (test) | Overall Accuracy87.2 | 19 | |
| Stock Trading Performance | 2025YTD OOS 145 trading days (2025-01-02 to 2025-08-01) | Sharpe Ratio (Annualized)1.4 | 9 | |
| Open Intent Classification | OOS 75% known classes (test) | Accuracy86.32 | 5 | |
| Open Intent Classification | OOS 25% known classes (test) | Accuracy87.59 | 5 |