| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Multilabel Classification | MM-IMDB (test) | Macro F163.2 | 94 | |
| Multi-label Classification | MM-IMDb-CMML (test) | AP34.77 | 90 | |
| Multimodal genre classification | MM-IMDb 1.0 (test) | Macro F165.34 | 13 | |
| LLM-generated content detection | MM-IMDb | AUROC95.76 | 11 | |
| Movie Genre Prediction | MM-IMDb (test) | Accuracy69 | 9 | |
| Multi-label Multimodal Classification | MM-IMDb 90% missing rate (test) | Text F1-M50.54 | 7 | |
| Multi-label Multimodal Classification | MM-IMDb 70% missing rate (test) | Text F1 (Macro)51.5 | 7 | |
| Multimodal Classification | MM-IMDB-Hard (test) | Macro F168.2 | 7 | |
| Classification | MM-IMDb Image + Text | Accuracy63.95 | 5 | |
| Multimodal Multi-label Classification | MM-IMDb (val) | F1-Macro0.5523 | 5 | |
| Multimodal Movie Genre Classification | MM-IMDB | F1 Score (Micro)66.2 | 4 |