| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Humor Detection | UR-FUNNY | Accuracy92.8 | 22 | |
| Multimodal Classification | UR-FUNNY | Accuracy64.9 | 21 | |
| Multimodal Classification | UR-Funny Whole (test) | Accuracy63.6 | 8 | |
| Multimodal Classification | UR-Funny Synergy | Accuracy22.8 | 8 | |
| Laughter Temporal Localization | UR-Funny (test) | Localization Accuracy @0.5 IoU49.7 | 4 | |
| Laughter Classification | UR-Funny (test) | F1 Score (Classification)84.9 | 4 | |
| Multimodal Retrieval | UR-FUNNY | Recall@10 (M23 -> M1)4.2 | 4 | |
| Multi-modal Classification | UR-FUNNY (test) | Accuracy0.656 | 4 | |
| Classification | UR-FUNNY MultiBench (test) | Gap0.81 | 3 | |
| Model Selection | UR-FUNNY (unseen) | Performance98.58 | 1 |