| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SEED-IV Session 2 → Session 3 | Accuracy100 | 198 | 3mo ago | ||
| SEED-IV Session 1 → Session 3 | EGDA | Accuracy97.69 | 198 | 3mo ago | |
| IEMOCAP | Memory Bear AI | Accuracy78.8 | 151 | 12d ago | |
| SEED-IV Session 1 → Session 2 | Accuracy100 | 134 | 3mo ago | ||
| MELD (test) | VowelPrompt | Weighted F170.12 | 89 | 12d ago | |
| SEED Session 1 → Session 2 | Accuracy100 | 70 | 3mo ago | ||
| IEMOCAP 4-class (test) | ComP | WAR80.66 | 46 | 3mo ago | |
| SEED, SEED-IV, and SEED-V | PAA-M | Transfer Accuracy (SEED → SEED-IV)57.4 | 44 | 2mo ago | |
| CRM-D | M2D-CLAP stage1 2025 | Accuracy73.4 | 39 | 3mo ago | |
| EAV | EEGVFusion | Accuracy81.39 | 37 | 28d ago | |
| IEMOCAP (test) | HRLF | Score (l)0.849 | 36 | 3mo ago | |
| IEMOCAPSix (test) | ComP | Accuracy62.02 | 35 | 3mo ago | |
| MER-UniBench (test) | AffectGPT-RL | MER2384.32 | 35 | 26d ago | |
| M3ED (test) | DialogueRNN | Weighted F152.28 | 35 | 3mo ago | |
| M3ED (val) | DialogueRNN | Weighted F158.7 | 35 | 3mo ago | |
| ER | BEATS_iter2 | Accuracy66.1 | 33 | 3mo ago | |
| SEED-V (LOSO) | RSM-CoDG | Accuracy62.77 | 32 | 2mo ago | |
| SEED (cross-subject cross-session) | Accuracy93.18 | 30 | 1d ago | ||
| RAVDESS (test) | MM student (sup) | Accuracy0.9735 | 29 | 2mo ago | |
| SEED IV V | PAA-M | Accuracy (SEED -> SEED-IV)56.29 | 28 | 2mo ago | |
| RAVDESS | BLSP-Emo | Accuracy72 | 28 | 2mo ago | |
| SEED cross-subject | UF-AMA | Accuracy94.53 | 26 | 1d ago | |
| CH-SIMS 2 | ARL | Accuracy (5-class)45.79 | 26 | 3mo ago | |
| CH-SIMS | OGMGE | Accuracy (5-Class)56.17 | 26 | 3mo ago | |
| MOSEI | Coupled Mamba | Accuracy (7-Class)51.88 | 26 | 3mo ago |
