Method | Accuracy | recall | F1 |
SVM | 0.34 | 0.24 | 0.28 |
LR | 0.27 | 0.19 | 0.22 |
LSTM/GRU | 0.60 | 0.32 | 0.41 |
LSTM + CRF | 0.67 | 0.41 | 0.50 |
BiLSTM + word-level | 0.47 | 0.27 | 0.34 |
BiLSTM + character-level | 0.53 | 0.37 | 0.43 |
BiLSTM + word-level + POS | 0.63 | 0.36 | 0.45 |
BiLSTM + character-level + POS | 0.72 | 0.40 | 0.56 |