Attribute | NEG | SUB | CON | SEV | COU | UNC | BDL | |
---|---|---|---|---|---|---|---|---|
1.1.1.Baseline (Bi-LSTM-CRF + SVM) | Acc. | 0.9323 | 0.9929 | 0.9669 | 0.9655 | 0.9576 | 0.9445 | 0.7524 |
P | 0.7931 | 0.7374 | 0.6990 | 0.6421 | 0.5068 | 0.4091 | 0.5887 | |
R | 0.7768 | 0.6348 | 0.5987 | 0.7568 | 0.6437 | 0.4172 | 0.7516 | |
F | 0.7849 | 0.6822 | 0.6449 | 0.6948 | 0.5671 | 0.4131 | 0.6602 | |
1.1.1.Baseline (Bi-LSTM-CRF + Bi-LSTM) | Acc. | 0.9146 | 0.9900 | 0.9632 | 0.9707 | 0.9597 | 0.9308 | 0.7859 |
P | 0.8387 | 0.8158 | 0.7872 | 0.7609 | 0.6340 | 0.4380 | 0.7218 | |
R | 0.7277 | 0.5391 | 0.6054 | 0.8213 | 0.6322 | 0.3819 | 0.784 | |
F | 0.7793 | 0.6492 | 0.6844 | 0.7900 | 0.6331 | 0.4080 | 0.7516 | |
1.1.1.Sequence Labeling | Acc. | 0.9542 | 0.9937 | 0.9718 | 0.9817 | 0.9697 | 0.955 | 0.8695 |
P | 0.8142 | 0.8222 | 0.7583 | 0.7812 | 0.6150 | 0.4854 | 0.7887 | |
R | 0.8310 | 0.6435 | 0.6682 | 0.8859 | 0.7529 | 0.4393 | 0.7991 | |
F | 0.8225 | 0.7220 | 0.7104 | 0.8302 | 0.6770 | 0.4612 | 0.7939 |