| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IEMOCAP (test) | MLA | Accuracy78.92 | 118 | 3d ago | |
| CMU-MOSI | DHMD | ACC749.9 | 31 | 3d ago | |
| CMU-MOSEI (test) | DHMD | ACC70.553 | 30 | 3d ago | |
| IEMOCAP 6-way | JOYFUL | F1 (Avg)71.03 | 28 | 3d ago | |
| CMU-MOSI (test) | DMD | ACC745.6 | 21 | 3d ago | |
| MER 2023 | Emotion-LLaMA | F1 Score90.36 | 16 | 3d ago | |
| DFEW | S2D | Hap93.62 | 15 | 3d ago | |
| IEMOCAP | CHFusion | Accuracy76.5 | 15 | 3d ago | |
| IEMOCAP 4-way | Happy Score89.2 | 14 | 3d ago | ||
| MMEVerse-Bench (test) | HumanOmni-7B | CAER0.6212 | 12 | 3d ago | |
| IEMOCAP full-modality comparison | MBD | Weighted Accuracy82 | 9 | 3d ago | |
| IEMOCAP Word Aligned (test) | MulT | Happy Accuracy90.7 | 7 | 3d ago | |
| SIMS (test) | TFN | Acc (2 Class)82.06 | 5 | 3d ago | |
| IEMOCAP Unaligned (test) | MulT | Happy Accuracy84.8 | 5 | 3d ago |
