Model | 互联网虚假新闻政治领域 | 事实核查新闻政治领域 | ||||||
Macro F1 Score | Accuracy | F1 score | Macro F1 Score | Accuracy | F1 score | |||
Fake | Real | Fake | Real | |||||
Transformer | 83.13 | 84.84 | 77.74 | 88.51 | 83.46 | 84.69 | 87.97 | 78.95 |
+Emoration | 82.58 | 83.83 | 77.90 | 87.26 | 83.80 | 85.03 | 88.26 | 79.34 |
+EmoCred | 81.38 | 83.23 | 75.52 | 87.25 | 82.96 | 84.43 | 87.96 | 77.97 |
+6Sentiment* | 84.36 | 85.45 | 80.22 | 88.50 | 86.48 | 87.08 | 89.33 | 83.64 |
Transformer* | 84.20 | 85.25 | 80.11 | 88.28 | 84.74 | 85.65 | 88.46 | 81.01 |
Transformer* + CNN | 84.09 | 85.45 | 79.43 | 88.75 | 84.75 | 86.23 | 89.50 | 80.00 |
+Emoration | 83.65 | 85.05 | 78.86 | 88.44 | 85.13 | 85.65 | 87.90 | 82.35 |
+EmoCred | 84.25 | 85.66 | 79.54 | 88.96 | 84.39 | 85.63 | 88.78 | 80.00 |
SMCT | 86.20 | 87.27 | 82.35 | 90.05 | 86.19 | 87.43 | 90.32 | 82.05 |