Method |
| Word2vec |
| GloVe |
| ELMo | ||||||||||||
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc | |
RF |
| 2.47 | 1.08 | 6.5 | 2.96 | 0.42 |
| 2.46 | 2.92 | 8.07 | 3.11 | 0.64 |
| 2.79 | 0.12 | 10.44 | 7.47 | 99.50 |
ET |
| 1.64 | 2.66 | 0.47 | 1.54 | 0.71 |
| 1.81 | 2.47 | 0.97 | 1.81 | 1.38 |
| 0.6 | 0.49 | 0.94 | 0.73 | 0.02 |
AdaBoost |
| 4.99 | 5.72 | 3.65 | 4.67 | 1.95 |
| 3.48 | 3.82 | 2.9 | 3.46 | 1.78 |
| 2.57 | 2 | 3.42 | 2.8 | 0.37 |
GBM |
| 2.86 | 1.99 | 3.85 | 2.94 | 0.96 |
| 2.31 | 0.31 | 4.54 | 2.6 | 1.07 |
| 4.27 | 1.64 | 7.28 | 4.97 | 0.82 |
XGBoost |
| 0.91 | 0.6 | 1.77 | 1.22 | 0.03 |
| 0.1 | 1.41 | 1.65 | 0.25 | 0.01 |
| 1.84 | 0.27 | 3.65 | 2.11 | 0.13 |
LightGBM |
| 0.99 | 1.3 | 0.33 | 0.81 | 0.54 |
| 1.21 | 2.14 | 1.2 | 1.76 | 1.24 |
| 0.02 | 0.1 | 0.15 | 0.13 | 0.06 |
MLP |
| 1.26 | 2.26 | 0.05 | 1.15 | 0.31 |
| 0.37 | 0.28 | 0.13 | 0.19 | 0.45 |
| 0.27 | 0.39 | 0.75 | 0.19 | 0.05 |