Method |
| Word2vec |
| GloVe |
| ELMo | ||||||||||||
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc |
| acc | pre | rec | f1 | auc | |
RF |
| 94.34 | 99.25 | 85.63 | 91.94 | 98.79 |
| 92.55 | 93.31 | 81.25 | 86.85 | 97.04 |
| 96.75 | 98.87 | 92.17 | 95.41 | 99.16 |
ET |
| 98.71 | 98.78 | 97.41 | 98.09 | 99.45 |
| 91.75 | 92.00 | 85.03 | 88.22 | 96.72 |
| 98.72 | 98.45 | 97.11 | 97.77 | 99.88 |
AdaBoost |
| 96.24 | 96.61 | 93.99 | 95.28 | 99.17 |
| 87.77 | 86.59 | 85.41 | 85.99 | 96.04 |
| 98.17 | 96.60 | 95.89 | 96.24 | 99.38 |
GBM |
| 98.10 | 98.18 | 93.26 | 95.65 | 99.53 |
| 93.20 | 88.35 | 80.34 | 84.13 | 97.48 |
| 97.46 | 97.78 | 90.75 | 94.12 | 99.54 |
XGBoost |
| 98.13 | 98.67 | 95.70 | 97.16 | 99.75 |
| 92.78 | 90.73 | 89.62 | 90.03 | 98.06 |
| 98.60 | 99.05 | 96.82 | 97.92 | 99.63 |
LightGBM |
| 98.71 | 98.75 | 97.66 | 98.20 | 99.38 |
| 92.80 | 91.29 | 89.62 | 89.82 | 97.07 |
| 99.08 | 98.52 | 97.93 | 98.22 | 99.60 |
MLP |
| 98.79 | 98.26 | 97.41 | 97.83 | 99.69 |
| 93.01 | 85.97 | 85.26 | 84.97 | 97.89 |
| 99.09 | 98.84 | 98.58 | 98.70 | 99.95 |
STACK |
| 98.99 | 99.14 | 97.98 | 98.56 | 99.93 |
| 94.47 | 94.48 | 91.29 | 92.85 | 98.05 |
| 99.40 | 99.70 | 98.44 | 99.05 | 99.96 |