Table 1 Performance comparison of AFIENet combined with different backbone network on THUCNews, ChnSentiCorp, and ChemicalPro datasets (%).
From: Adaptive feature interaction enhancement network for text classification
Method | THUCNews | ChnSentiCorp | ChemicalPro | Average | ||||
|---|---|---|---|---|---|---|---|---|
Accuracy | F1 | Accuracy | F1 | Accuracy | F1 | Accuracy | F1 | |
TextCNN | 91.02 | 91.03 | 85.51 | 85.30 | 86.45 | 86.44 | 87.66 | 87.59 |
AFIE-TextCNN | 97.55 | 97.55 | 88.64 | 88.65 | 88.24 | 88.20 | 91.48 | 91.47 |
DPCNN | 91.15 | 91.12 | 84.93 | 84.83 | 85.72 | 85.63 | 87.27 | 87.19 |
AFIE-DPCNN | 93.62 | 93.59 | 86.05 | 86.09 | 87.86 | 87.82 | 89.18 | 89.17 |
LSTM | 90.99 | 91.00 | 83.52 | 83.38 | 81.88 | 82.01 | 85.46 | 85.46 |
AFIE-LSTM | 91.60 | 91.56 | 85.45 | 85.12 | 84.52 | 84.42 | 87.19 | 87.03 |
Transformer | 89.73 | 89.74 | 82.42 | 81.90 | 78.59 | 78.49 | 83.58 | 83.38 |
AFIE-Transformer | 90.01 | 90.01 | 83.13 | 82.87 | 81.37 | 81.29 | 84.84 | 84.72 |
