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 | 85.29 | 84.36 | 84.61 | 82.23 | 83.74 | 73.07 | 85.30 | 82.67 |
CNN | 80.71 | 79.56 | 83.73 | 82.89 | 81.21 | 75.78 | 84.15 | 80.81 |
BiLSTM_CNN | 85.65 | 84.74 | 85.26 | 83.07 | 85.42 | 80.70 | 85.95 | 83.14 |
BiLSTM_Attention | 86.31 | 85.43 | 84.94 | 84.29 | 84.88 | 80.38 | 85.68 | 81.92 |
CNN_BiGRU_att | 81.94 | 80.93 | 82.49 | 79.85 | 82.30 | 78.27 | 84.72 | 82.09 |
SAttBiGRU_MCNN | 85.39 | 84.25 | 85.35 | 84.59 | 85.95 | 81.98 | 86.87 | 84.51 |
MAC_BiLSTM | 87.09 | 86.14 | 86.16 | 85.51 | 86.78 | 80.69 | 87.40 | 84.93 |