| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Emotion-Cause Pair Extraction in Conversations | ECF | F1 Score57.7 | 14 | |
| Multimodal Emotion-Cause Topic Extraction and Classification (MECTEC) | ECF | Avg Score (6 Classes)40.07 | 11 | |
| Pair Extraction | ECF (official split) | Precision57.13 | 4 | |
| Cause Extraction | ECF (official split) | Precision69.28 | 4 | |
| Emotion Extraction | ECF (official split) | Precision79.59 | 4 |