| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Portfolio Management | CSI 300 | Annualized Return28 | 22 | |
| Algorithmic Trading | CSI 300 Live Trading | Annualized Return5.7 | 12 | |
| Algorithmic Trading | CSI 300 Backtesting | Annualized Return22.93 | 12 | |
| Stock Ranking | CSI 300 2022–2024 (test) | RankIC0.0646 | 11 | |
| Stock Prediction | CSI 300 latest (2025 Q4) | Average Return (AR)9.77 | 9 | |
| Stock Prediction and Portfolio Management | CSI 300 (2023 Q4 to 2025 Q3) | AR (Annualized Return)32.48 | 9 | |
| Pair Trading | CSI 300 (test) | Sharpe Ratio (SR)1.91 | 6 | |
| Financial Performance Evaluation | CSI 300 Phase 3 - Mature | Annualized Return34.48 | 1 | |
| Financial Performance Evaluation | CSI 300 Phase 2 | Annualized Return13.55 | 1 | |
| Financial Performance Evaluation | CSI 300 Entire Study | Annualized Return17.98 | 1 | |
| Financial Performance Evaluation | CSI 300 Phase 1 | Metric- | 0 |