| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Sarcasm Detection | MMSD 2.0 (test) | Accuracy87.4 | 45 | |
| Sarcasm Detection | MMSD 1.0 (test) | F1 Score86.7 | 38 | |
| Multi-modal sarcasm detection | MMSD 2.0 | Accuracy87.38 | 25 | |
| Multi-modal sarcasm detection | MMSD | Accuracy93.97 | 13 | |
| Sarcasm Detection | MMSD 2.0 | Accuracy78.33 | 8 | |
| Metaphor Classification | MMSD Metaphor style 2.0 (test) | Accuracy73.19 | 8 | |
| Offense Classification | MMSD Offense style 2.0 (test) | Accuracy61.49 | 8 | |
| Humor Classification | MMSD Humor style 2.0 (test) | Accuracy80.71 | 8 | |
| Sarcasm Classification | MMSD Sarcasm style 2.0 (test) | Acc90.23 | 8 | |
| Perceptual Quality Comparison | MMSD (test) | Wins325 | 3 | |
| Semantic Preservation Evaluation | MMSD (evaluation) | Position Preservation (Q1)97.61 | 3 |