模型

NLPCC 2016CKBQA

CCKS 2019EL

Top 1

Top 2

Top 3

MRR

Top 1

Top 2

Top 3

State-of-the-Art

BB-KBQA [7]

89.14

93.19

95.05

92.16

-

-

-

方法 [8]

-

-

-

-

93.93

99.09

99.86

知识增强的预训练模型

K-BERT [19]

89.58

92.58

94.41

91.46

93.38

98.16

99.21

EKBERT

EKBERT-ED-max

93.39

96.98

98.4

95.94

93.83

99.14

99.82

EKBERT-ED-ave

93.28

96.79

98.36

95.87

93.76

99.02

99.79