文本分类模型 | THUNews数据集 | 今日头条数据集 | os10c数据集 | Chn数据集 | ||||
准确率(%) | F1值(%) | 准确率(%) | F1值(%) | 准确率(%) | F1值(%) | 准确率(%) | F1值(%) | |
BiLSTM | 85.45 | 84.43 | 85.80 | 85.06 | 84.38 | 79.85 | 85.80 | 83.20 |
CNN | 83.88 | 82.75 | 84.63 | 83.80 | 83.05 | 77.66 | 84.62 | 80.33 |
BiLSTM_CNN | 86.19 | 85.32 | 86.20 | 85.54 | 86.32 | 82.29 | 86.02 | 82.86 |
BiLSTM_Attention | 87.27 | 86.32 | 85.63 | 83.42 | 86.10 | 82.58 | 86.22 | 83.02 |
CNN_BiGRU_att | 83.21 | 81.97 | 84.44 | 81.74 | 83.17 | 79.10 | 85.70 | 82.58 |
SAttBiGRU_MCNN | 86.70 | 83.72 | 86.25 | 83.99 | 86.08 | 78.99 | 87.16 | 84.73 |
MAC_BiLSTM | 88.21 | 87.44 | 87.41 | 86.88 | 87.12 | 81.50 | 89.01 | 86.33 |