Table 3 Results on ACE2004.

From: A diffusion enhanced CRF and BiLSTM framework for accurate entity recognition

Model

ACE2004

Pr.(%)

Rec.(%)

F1(%)

Wang et al.(2020)

86.08

86.48

86.28

Yu et al.(2020)

87.30

86.00

86.70

Li et al.(2020)

85.05

86.32

85.98

Shibuya and Hovy(2020)

84.71

83.96

84.33

Yan et al.(2021b)

87.21

85.92

86.56

Wang et al.(2021)

86.27

85.09

85.68

Fer et al.(2021)

86.74

86.51

86.63

Yang et al.(2022)

86.54

86.79

86.66

BERT-MRC

84.63

83.46

84.04

He et al.(2022)

84.99

85.83

85.70

Tan et al.(2022)

88.46

86.10

87.26

Zhang et al.(2022)

86.36

84.54

85.44

Li et al.(2022b)

87.33

87.71

88.39

Shen et al.(2023)

88.05

88.17

88.11

Ours

88.22

88.90

88.56