Method |
| Word2vec |
| GloVe |
| ELMo | ||||||||||||
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc | |
RF |
| 93.12 | 97.59 | 87.91 | 92.47 | 98.20 |
| 91.55 | 97.24 | 85.38 | 90.85 | 97.71 |
| 96.75 | 99.57 | 89.40 | 92.18 | 99.50 |
ET |
| 93.95 | 93.85 | 93.94 | 93.89 | 97.91 |
| 92.20 | 91.85 | 92.48 | 92.15 | 96.97 |
| 98.94 | 98.96 | 98.90 | 98.92 | 99.96 |
AdaBoost |
| 90.60 | 90.79 | 90.76 | 90.76 | 96.67 |
| 90.53 | 90.50 | 90.55 | 90.50 | 96.57 |
| 96.97 | 97.45 | 96.42 | 96.85 | 99.61 |
GBM |
| 92.73 | 94.52 | 90.58 | 92.49 | 97.66 |
| 91.70 | 94.01 | 88.91 | 91.36 | 97.28 |
| 95.27 | 97.81 | 92.56 | 94.68 | 99.16 |
XGBoost |
| 94.68 | 95.91 | 92.64 | 94.21 | 98.59 |
| 93.91 | 95.73 | 91.80 | 93.71 | 98.34 |
| 97.70 | 99.18 | 96.19 | 97.54 | 99.85 |
LightGBM |
| 94.60 | 95.21 | 94.08 | 94.62 | 98.08 |
| 92.80 | 92.18 | 92.25 | 92.20 | 97.11 |
| 99.52 | 99.35 | 99.69 | 99.52 | 99.92 |
MLP |
| 94.33 | 94.25 | 94.36 | 94.28 | 98.31 |
| 93.64 | 94.04 | 93.58 | 93.77 | 97.90 |
| 99.27 | 99.84 | 99.09 | 99.46 | 99.93 |
STACK |
| 95.59 | 96.51 | 94.41 | 95.43 | 98.62 |
| 94.01 | 94.32 | 93.45 | 93.86 | 98.35 |
| 99.54 | 99.45 | 99.84 | 99.65 | 99.98 |