Method | Amazon review | ||||
Class | Accuracy | Precision | Recall | F1 | |
LSTM | Pos | 75.16 | 0.7279 | 0.8099 | 0.7667 |
Neg | 0.8245 | 0.7128 | 0.7645 | ||
CNN | Pos | 79.22 | 0.8228 | 0.7806 | 0.8011 |
Neg | 0.7514 | 0.7925 | 0.7714 | ||
Transformer | Pos | 79.23 | 0.7181 | 0.7899 | 0.7523 |
Neg | 0.8227 | 0.7678 | 0.7943 | ||
HAN | Pos | 79.87 | 0.7747 | 0.8199 | 0.7966 |
Neg | 0.8314 | 0.7825 | 0.8062 | ||
AC-BiLSTM | Pos | 80.87 | 0.7899 | 0.8099 | 0.7997 |
Neg | 0.8354 | 0.7915 | 0.8128 | ||
THAHNN | Pos | 82.03 | 0.7962 | 0.8397 | 0.8173 |
Neg | 0.8412 | 0.8042 | 0.8222 |