| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Emotion Classification | FI | Accuracy88.64 | 32 | |
| Limit Order Book Prediction | FI-2010 100 ticks (test) | Macro-F195.12 | 12 | |
| Limit Order Book Prediction | FI-2010 50 ticks (test) | Macro F192.17 | 12 | |
| Limit Order Book Prediction | FI-2010 20 ticks (test) | Macro F1 Score0.8316 | 12 | |
| Limit Order Book Prediction | FI-2010 10 ticks (test) | Macro F187.16 | 12 | |
| Visual Emotion Understanding | FI (test) | Accuracy71.22 | 11 | |
| Visual Emotion Understanding | FI (full) | Accuracy87.65 | 10 | |
| LOB price movement prediction | FI-2010 Full 144 features (test days 8-10) | Macro-F1 (mean)87.63 | 4 | |
| Counterfactual Explanations | FI | T00 | 4 | |
| Limit Order Book Classification | FI-2010 h=10 | Accuracy40 | 3 |