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