Table 5.
Dataset | Algorithm | P | R | F |
---|---|---|---|---|
Development | CRF | 0.937 | 0.892 | 0.914 |
C-BiLSTM-CRF | 0.929 | 0.913 | 0.921 | |
L-BiLSTM-CRF | 0.934 | 0.907 | 0.920 | |
Test set | CRF | 0.946 | 0.871 | 0.907 |
C-BiLSTM-CRF | 0.935 | 0.892 | 0.913 | |
L-BiLSTM-CRF | 0.937 | 0.890 | 0.913 |
C-BiLSTM-CRF: convolutional neural network bidirectional long short-term memory conditional random field; CRF: conditional random field; F: micro F-score; L-BiLSTM-CRF: long short-term memory bidirectional long short-term memory conditional random field P: precision; R: recall.