| Model | Evaluation indicators | Henan event | Tianjin event | Anhui event |
| XLNet-CNN-BiLSTM | Acc | 93.87 | 93.76 | 94.75 |
| P | 95.09 | 93.98 | 95.15 | |
| R | 94.86 | 94.32 | 94.76 | |
| F1 | 94.97 | 94.15 | 94.73 | |
| XLNet-CNN | Acc | 91.96 | 92.04 | 92.12 |
| P | 92.41 | 92.33 | 92.21 | |
| R | 92.91 | 91.97 | 93.83 | |
| F1 | 92.66 | 92.15 | 93.17 | |
| XLNet | Acc | 90.97 | 90.63 | 91.13 |
| P | 91.13 | 91.38 | 91.83 | |
| R | 90.79 | 90.79 | 90.41 | |
| F1 | 90.96 | 91.08 | 91.11 | |
| Word2Vec-BiLSTM | Acc | 82.46 | 81.96 | 82.1 |
| P | 82.39 | 82.18 | 84.23 | |
| R | 83.66 | 81.93 | 83.14 | |
| F1 | 83.02 | 82.05 | 83.68 |