Method |
| Word2vec |
| GloVe |
| ELMo | ||||||||||||
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc | |
RF |
| 4.65 | 0.11 | 12.35 | 6.62 | 1.14 |
| 1.92 | 1.17 | 10.04 | 6 | 1.01 |
| 2.65 | 0.83 | 6.27 | 3.64 | 0.8 |
ET |
| 0.28 | 0.36 | 0.59 | 0.47 | 0.48 |
| 2.72 | 2.48 | 6.26 | 4.63 | 1.33 |
| 0.68 | 1.25 | 1.33 | 1.28 | 0.08 |
AdaBoost |
| 2.75 | 2.53 | 3.99 | 3.28 | 0.76 |
| 6.7 | 7.89 | 5.88 | 6.86 | 2.01 |
| 1.23 | 3.1 | 2.55 | 2.81 | 0.58 |
GBM |
| 0.89 | 0.96 | 4.72 | 2.91 | 0.4 |
| 1.27 | 6.13 | 10.95 | 8.72 | 0.57 |
| 1.94 | 1.92 | 7.69 | 4.93 | 0.42 |
XGBoost |
| 0.86 | 0.47 | 2.28 | 1.4 | 0.18 |
| 1.69 | 3.75 | 1.67 | 2.82 | 0.01 |
| 0.8 | 0.65 | 1.62 | 1.13 | 0.33 |
LightGBM |
| 0.28 | 0.39 | 0.72 | 0.36 | 0.55 |
| 1.67 | 3.19 | 1.67 | 3.03 | 0.98 |
| 0.32 | 1.18 | 0.51 | 0.83 | 0.36 |
MLP |
| 0.2 | 0.88 | 0.57 | 0.73 | 0.24 |
| 1.46 | 8.51 | 6.03 | 7.88 | 0.16 |
| 0.31 | 0.86 | 0.1 | 0.35 | 0.01 |