| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Sentiment Analysis | CH-SIMS (test) | F1 Score87.8 | 108 | |
| Multimodal Sentiment Analysis | CH-SIMS | F1 Score79.66 | 32 | |
| Multimodal Sentiment Analysis | CH-SIMS V2 | Accuracy (2-Class)82.9 | 29 | |
| Emotion Recognition | CH-SIMS 2 | Accuracy (5-class)45.79 | 26 | |
| Emotion Recognition | CH-SIMS | Accuracy (5-Class)56.17 | 26 | |
| Multimodal Sentiment Regression | CH-SIMS 1.0 (test) | MAE0.387 | 11 | |
| Multimodal Sentiment Classification | CH-SIMS 1.0 (test) | Accuracy (2-Class)82.23 | 11 | |
| Classification | CH-SIMS (unaligned) | Accuracy (2)60.12 | 10 | |
| Multimodal Sentiment Analysis | CH-SIMSv2 ID (test) | Accuracy (5-class)53.6 | 8 | |
| Sentiment Analysis | CH-SIMS Chinese unaligned | Accuracy (2 Classes)81.8 | 8 | |
| Multimodal Emotion Recognition | CH-SIMS v2 (test) | Accuracy (5-class)54.16 | 7 | |
| Multimodal Emotion Recognition | CH-SIMS (test) | Accuracy (5-class)44.42 | 7 | |
| Multimodal Emotional Dialogue | ch-sims EmoOmniEval v2 (test) | VS-RES1.87 | 7 | |
| Sentiment Analysis (SEN) | CH-SIMS v2 | Binary Weighted F183.7 | 7 | |
| 7-class emotion recognition | CH-SIMS v2 | 7-class F10.484 | 7 | |
| Sentiment Classification | CH-SIMS 1.0 (test) | Accuracy75.1 | 6 |