| Target | 精确率 | 召回率 | F1-Score | 训练参数 |
K近邻 | 0 | 0.545 | 0.538 | 0.541 |
|
1 | 0.593 | 0.600 | 0.597 | ||
Average | 0.569 | 0.569 | 0.569 | ||
LSTM | 0 | 0.876 | 0.907 | 0.891 | 204420 |
1 | 0.914 | 0.885 | 0.899 | ||
Average | 0.895 | 0.896 | 0.895 | ||
BiLSTM | 0 | 0.882 | 0.914 | 0.898 | 242116 |
1 | 0.921 | 0.892 | 0.906 | ||
Average | 0.902 | 0.903 | 0.902 | ||
CNN-BiLSTM | 0 | 0.921 | 0.882 | 0.901 | 237732 |
1 | 0.899 | 0.933 | 0.915 | ||
Average | 0.910 | 0.908 | 0.908 | ||
CNN-Multi-BiLSTM | 0 | 0.919 | 0.898 | 0.909 | 250864 |
1 | 0.911 | 0.929 | 0.92 | ||
Average | 0.915 | 0.914 | 0.915 |