| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CMU-MOSEI (test) | ModalImmune | F1 Score91.7 | 401 | 22d ago | |
| CMU-MOSI (test) | ModalImmune | F192.1 | 385 | 14d ago | |
| MOSEI | HyperEmo-LLaMA2-7B | MAE0.486 | 183 | 14d ago | |
| CMU-MOSI | UMQ | Accuracy (2-Class)90.1 | 166 | 6d ago | |
| MOSI | ALMT+L̃PCC + ECA | MAE0.695 | 132 | 2mo ago | |
| CH-SIMS (test) | MSA-Thinker | F1 Score87.8 | 108 | 14d ago | |
| SIMS (test) | PRLF | Accuracy (2-Class)82.58 | 78 | 2mo ago | |
| CMU-MOSI v1 (test) | ModalImmune | Accuracy (2-Class)91.2 | 72 | 3mo ago | |
| MOSI | AlignMamba-2 | Accuracy87 | 72 | 2mo ago | |
| CMU-MOSEI standard (test) | TLRA | Accuracy85.86 | 65 | 15d ago | |
| CMU-MOSI standard (test) | ComP | Accuracy87.2 | 62 | 3mo ago | |
| CMU-MOSI 43 (test) | MBD | 2-Class Accuracy88.9 | 56 | 3mo ago | |
| MOSEI (test) | DBF | MAE0.523 | 49 | 3mo ago | |
| CH-SIMS V2 | CaReFlow | Accuracy (2-Class)82.9 | 38 | 1mo ago | |
| MOSI (test) | TEXT | MAE0.666 | 34 | 3mo ago | |
| CH-SIMS | Mult | F1 Score79.66 | 32 | 2mo ago | |
| CMU-MOSI Word Aligned (test) | TupleInfoNCE | Accuracy (7-Class)43.3 | 30 | 1mo ago | |
| SIMS V2 | HyperEmo-ChatGLM3-6B | Accuracy (2-class)85.62 | 28 | 14d ago | |
| CMU-MOSI cross-dataset evaluation (test) | OMG-Agent | Accuracy (2-class)85.5 | 28 | 3mo ago | |
| CMU-MOSEI | UMQ | A2 Score87.3 | 27 | 3mo ago | |
| CMU-MOSI OOD (test) | MiniCPM-o | 2-Class Accuracy87 | 24 | 13d ago | |
| CMU-MOSEI (0.3, 0.5, 0.7) (test) | MMGCN | Accuracy84.76 | 24 | 2mo ago | |
| CMU-MOSEI segments (test) | TSDA | ACC286.4 | 22 | 3mo ago | |
| CMU-MOSI segments (test) | TSDA | ACC286.5 | 22 | 3mo ago | |
| CMU-MOSEI Word Aligned (test) | MulT | Accuracy (7-Class)51.8 | 22 | 1mo ago |
