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Table 7 Performance of PoS tagging per category with/without MedLexSp

From: MedLexSp – a medical lexicon for Spanish medical natural language processing

 

P

R

F1

P

R

F1

 

Spacy

Spacy + MedLexSp

ADJ

83.64

91.10

87.04

88.03

94.58

91.06

 

(±7.21)

(±5.62)

(±5.33)

(±6.08)

(±4.96)

(±4.64)

ADV

96.13

92.76

93.36

98.34

91.84

94.05

 

(±8.95)

(±15.22)

(±11.20)

(±5.01)

(±15.49)

(±10.50)

NOUN

95.29

88.34

91.62

95.84

95.47

95.59

 

(±3.03)

(±6.95)

(±4.49)

(±2.75)

(±3.15)

(±2.19)

PROPN

10.48

24.16

13.11

18.75

25.30

19.49

 

(±18.50)

(±34.04)

(±20.58)

(±26.68)

(±34.37)

(±25.62)

VERB

95.74

80.52

87.11

97.57

81.76

88.64

 

(±5.61)

(±8.56)

(±5.82)

(±3.96)

(±8.96)

(±5.72)

 

Stanza

Stanza + MedLexSp

ADJ

87.06

94.99

90.69

89.05

95.83

92.28

 

(±5.97)

(±3.86)

(±3.74)

(±5.66)

(±3.97)

(±3.85)

ADV

99.38

93.31

95.40

99.88

92.97

95.55

 

(±5.13)

(±14.85)

(±10.40)

(±1.20)

(±14.81)

(±9.97)

NOUN

97.94

91.67

94.52

96.77

96.83

96.75

 

(±1.93)

(±6.75)

(±4.11)

(±2.30)

(±2.92)

(±2.11)

PROPN

36.08

78.45

45.49

49.72

52.47

47.92

 

(±30.70)

(±40.39)

(±32.79)

(±39.28)

(±39.26)

(±35.66)

VERB

98.87

80.88

88.71

98.77

82.05

89.29

 

(±2.77)

(±8.96)

(±5.74)

(±2.75)

(±8.69)

(±5.29)

  1. *Abbreviations: ADJ: adjective; ADV: adverb; PROPN: proper noun