| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CMU-MOSI (test) | ModalImmune | F192.1 | 238 | 4d ago | |
| CMU-MOSEI (test) | ModalImmune | F1 Score91.7 | 206 | 4d ago | |
| CMU-MOSI v1 (test) | ModalImmune | Accuracy (2-Class)91.2 | 64 | 4d ago | |
| CMU-MOSI standard (test) | ComP | Accuracy87.2 | 62 | 4d ago | |
| CMU-MOSI | MBD | MAE0.62 | 59 | 2d ago | |
| CMU-MOSI 43 (test) | MBD | 2-Class Accuracy88.9 | 56 | 4d ago | |
| MOSI | MPLMM | Accuracy81.12 | 54 | 4d ago | |
| MOSEI (test) | DBF | MAE0.523 | 49 | 4d ago | |
| MOSI (test) | TEXT | MAE0.666 | 34 | 4d ago | |
| CH-SIMS V2 | CaReFlow | Accuracy (2-Class)82.9 | 29 | 4d ago | |
| CMU-MOSI cross-dataset evaluation (test) | OMG-Agent | Accuracy (2-class)85.5 | 28 | 4d ago | |
| CMU-MOSEI segments (test) | TSDA | ACC286.4 | 22 | 4d ago | |
| CMU-MOSI segments (test) | TSDA | ACC286.5 | 22 | 4d ago | |
| SIMS (test) | ConKI | MAE0.454 | 22 | 4d ago | |
| MOSEI | EGMF | F-Score87.09 | 22 | 4d ago | |
| CMU-MOSI Word Aligned (test) | TupleInfoNCE | Accuracy (7-Class)43.3 | 21 | 4d ago | |
| CMU-MOSEI Unaligned (test) | TBJE | Accuracy (2-Class)82.4 | 18 | 4d ago | |
| CH-SIMS | Mult | F1 Score79.66 | 18 | 4d ago | |
| CMU-MOSEI Word Aligned (test) | MulT | Accuracy (7-Class)51.8 | 14 | 4d ago | |
| CMU-MOSEI BERT-based (test) | Coupled Mamba | Accuracy (2-Class)85.7 | 14 | 4d ago | |
| CMU-MOSI Unaligned (test) | MulT | Accuracy (7-Class)39.1 | 13 | 4d ago | |
| MOSI | ALMT+L̃PCC + ECA | F1 Score85.9 | 12 | 4d ago | |
| CH-SIMS (test) | ALMT | Acc (2-class)81.19 | 8 | 4d ago | |
| SIMS V2 | EGMF | Accuracy (2-class)82.57 | 7 | 4d ago | |
| MOSI -> SIMS | BriMPR | Accuracy0.582 | 5 | 4d ago |
