结果如下
| P | R | F1 | |
|---|---|---|---|
| Char-LSTM-CRF | 90.96 | 90.81 | 90.77 |
| word-LSTM-CRF | 90.15 | 87.70 | 88.50 |
| Char+word-LSTM-CRF | 91.38 | 89.42 | 90.00 |
| Char+edge-LSTM-CRF | 91.66 | 90.45 | 90.90 |
| Char+word+edge-LSTM-CRF | 91.94 | 90.79 | 91.03 |
| CNN-LSTM-CRF(char) | 91.56 | 91.08 | 91.18 |
| CNN-LSTM-CRF(Char+word+edge) | 91.65 | 91.02 | 91.00 |
batch_size = 16
max_epoch = 200
lr = 0.001
embedding_dim = 300
hidden_dim = 128
dropout = 0.5