| 模型 | 快乐 | 悲伤 | 愤怒 | 中性 | 整体 | |||||||||
| ACC | F1值 | ACC | F1值 | ACC | F1值 | ACC | F1值 | ACC | F1值 | |||||
| EF-LSTM | 86.0 | 84.2 | 80.2 | 80.5 | 85.2 | 84.5 | 67.8 | 67.1 | 79.8 | 79.0 | ||||
| MFN | 86.5 | 84.0 | 83.5 | 82.1 | 85.0 | 83.7 | 69.6 | 69.2 | 81.1 | 79.7 | ||||
| MulT | 90.7 | 88.6 | 86.7 | 86.0 | 87.4 | 87.0 | 72.4 | 70.7 | 84.3 | 83.0 | ||||
| MFRM | 87.6 | 85.9 | 86.1 | 85.4 | 89.4 | 89.4 | 70.7 | 69.8 | 83.4 | 82.6 | ||||
| RAVEN | 87.3 | 85.8 | 83.4 | 83.1 | 87.3 | 86.7 | 69.7 | 69.3 | 81.9 | 81.2 | ||||
| 所提模型 | 87.1 | 86.9 | 86.8 | 86.8 | 89.0 | 88.9 | 72.8 | 72.4 | 83.9 | 83.7 | ||||
| ∆SOTA | 3.6↓ | 1.7↓ | 0.1↑ | 0.8↑ | 0.4↓ | 0.5↓ | 0.4↑ | 1.7↑ | 0.4↓ | 0.7↑ | ||||