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Table 4 Evaluation results on the whole, abstract, and full paper collections from the development set of BioNLP-ST 2011 GE task

From: A generalizable NLP framework for fast development of pattern-based biomedical relation extraction systems

 

Whole

Abstract

Full

 

P

R

F

P

R

F

P

R

F

Whole set

 Simple event

92.06

63.42

75.10

92.04

65.61

76.61

92.08

61.05

73.42

  Gene_expression

92.28

64.77

76.12

91.01

66.75

77.02

93.61

62.88

75.23

  Transcription

89.13

49.40

63.57

94.55

57.78

71.72

81.08

39.47

53.10

  Protein_catabolism

94.12

69.57

80.00

93.75

71.43

81.08

100.00

50.00

66.67

  Phosphorylation

98.77

71.43

82.90

96.77

62.50

75.95

100.00

78.13

87.72

  Localization

84.75

66.67

74.63

91.49

70.49

79.63

58.33

50.00

53.85

 Binding

91.51

47.12

62.20

86.96

42.94

57.49

98.98

54.80

70.55

 Total

91.92

58.46

71.47

90.65

57.62

70.46

93.53

59.53

72.76

Subset with selected triggers

 Simple event

91.17

78.33

84.27

91.10

78.74

84.47

91.26

77.86

84.03

  Gene_expression

91.18

80.78

85.66

89.93

82.51

86.06

92.48

79.10

85.27

  Transcription

89.13

71.30

79.23

94.55

73.24

82.54

81.08

68.18

74.07

  Protein_catabolism

94.12

72.73

82.05

93.75

71.43

81.08

100.00

100.00

100.00

  Phosphorylation

98.77

74.77

85.11

96.77

65.22

77.92

100.00

81.97

90.09

  Localization

83.05

75.38

79.03

89.36

79.25

84.00

58.33

58.33

58.33

 Binding

90.73

61.84

73.55

85.71

57.02

68.49

98.98

70.29

82.20

 Total

91.06

73.52

81.36

89.63

71.60

79.61

92.89

76.01

83.61

  1. Performance is reported in terms of (P)recision/(R)ecall/(F)-score.