| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IEMOCAP (test) | MCULoRA | Accuracy80.75 | 162 | 1mo ago | |
| IEMOCAP 6-way | JOYFUL | F1 (Avg)71.03 | 106 | 26d ago | |
| CMU-MOSEI (test) | Atsuko | ACC754.5 | 56 | 1mo ago | |
| CMU-MOSI (test) | Atsuko | ACC749.4 | 47 | 1mo ago | |
| CMU-MOSI | DHMD | ACC749.9 | 31 | 1mo ago | |
| MER 2023 | Emotion-LLaMA | F1 Score90.36 | 30 | 1mo ago | |
| IEMOCAP | CHFusion | Accuracy76.5 | 24 | 15d ago | |
| DFEW | S2D | Hap93.62 | 15 | 1mo ago | |
| MER 2024 | AffectAgent | HIT80.66 | 14 | 3d ago | |
| MER 2024 | BASELINE | F1 Score76.47 | 14 | 1mo ago | |
| IEMOCAP 4-way | Happy Score89.2 | 14 | 1mo ago | ||
| MMEVerse-Bench (test) | HumanOmni-7B | CAER0.6212 | 12 | 1mo ago | |
| MELD Natural Distribution | Ours w/o Joint Sel. | Accuracy57.43 | 9 | 1mo ago | |
| MELD IID Setting | MFedMC (Ours) | Accuracy55.82 | 9 | 1mo ago | |
| IEMOCAP full-modality comparison | MBD | Weighted Accuracy82 | 9 | 1mo ago | |
| CREMA-D | UDML | Accuracy (Clean)70.02 | 7 | 26d ago | |
| CH-SIMS v2 (test) | Atsuko | Accuracy (5-class)54.16 | 7 | 1mo ago | |
| CH-SIMS (test) | Atsuko | Accuracy (5-class)44.42 | 7 | 1mo ago | |
| IEMOCAP Word Aligned (test) | MulT | Happy Accuracy90.7 | 7 | 1mo ago | |
| MER-MULTI | F1-0.25MSE71.39 | 5 | 12d ago | ||
| SIMS (test) | TFN | Acc (2 Class)82.06 | 5 | 1mo ago | |
| IEMOCAP Unaligned (test) | MulT | Happy Accuracy84.8 | 5 | 1mo ago | |
| Memory Bear AI Business Dataset | Memory Bear AI | Accuracy68.4 | 4 | 24d ago | |
| CMU-MOSEI | Memory Bear AI | Accuracy66.7 | 4 | 24d ago |
