| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Emotion Recognition | EAV | Accuracy81.39 | 48 | |
| Conversational Emotion Recognition | EAV (subject-independent) | Accuracy73.96 | 11 | |
| Conversational Emotion Recognition | EAV (subject-wise) | Accuracy78.21 | 11 | |
| Cross-subject EEG-based emotion recognition | EAV (Cross-subject) | Accuracy39.05 | 10 | |
| EEG-to-speech reconstruction | EAV | SIG Score3.32 | 5 | |
| EEG-to-speech reconstruction | EAV | FAD11.64 | 4 |