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Table 7 Per-entity-type breakdown of Precision, Recall, and F1 obtained by the different pipelines in the CR evaluation

From: Entity recognition in the biomedical domain using a hybrid approach

 

Precision

Recall

F1

Entity type

OG

OG+

OG+

OG

OG+

OG+

OG

OG+

OG+

  

NN

CRF

 

NN

CRF

 

NN

CRF

All

0.32

0.51

0.49

0.52

0.49

0.29

0.40

0.50

0.37

Chemicals

0.28

0.59

0.93

0.61

0.57

0.19

0.39

0.58

0.32

Cells

0.88

0.87

0.98

0.72

0.66

0.68

0.79

0.75

0.81

Biological processes/molecular functions

0.35

0.72

0.73

0.19

0.17

0.05

0.25

0.27

0.10

Cellular comp.

0.49

0.87

0.89

0.59

0.56

0.52

0.54

0.68

0.65

Organisms

0.16

0.49

0.47

0.71

0.70

0.67

0.26

0.58

0.55

Proteins

0.45

0.84

0.91

0.83

0.74

0.64

0.59

0.79

0.75

Sequences

0.27

0.59

0.37

0.53

0.51

0.06

0.36

0.54

0.10

  1. The best values are highlighted in boldface