| Model | 互联网虚假新闻社会生活领域 | 事实核查新闻社会生活领域 | ||||||
| Macro F1 Score | Accuracy | F1 score | Macro F1 Score | Accuracy | F1 score | |||
| Fake | Real | Fake | Real | |||||
| Transformer | 84.84 | 85.12 | 82.81 | 86.88 | 82.45 | 83.97 | 77.29 | 87.62 |
| +Emoration | 84.66 | 84.80 | 83.21 | 86.11 | 81.43 | 83.13 | 75.81 | 87.05 |
| +EmoCred | 84.54 | 84.66 | 83.19 | 85.89 | 81.07 | 82.81 | 75.34 | 86.81 |
| +6Sentiment* | 85.52 | 85.66 | 84.08 | 86.95 | 82.92 | 84.38 | 77.94 | 87.90 |
| Transformer* | 85.94 | 85.99 | 85.09 | 86.78 | 82.75 | 84.25 | 77.66 | 87.84 |
| Transformer* + CNN | 86.14 | 86.26 | 84.85 | 87.42 | 83.19 | 84.44 | 78.61 | 87.78 |
| +Emoration | 85.15 | 85.27 | 83.81 | 86.49 | 84.56 | 85.57 | 80.60 | 88.51 |
| +EmoCred | 86.38 | 86.45 | 85.39 | 87.37 | 83.64 | 84.69 | 79.50 | 87.78 |
| SMCT | 87.28 | 87.38 | 86.15 | 88.40 | 85.23 | 86.35 | 81.15 | 89.31 |