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Table 7 Detailed evaluation result with BERT for the diagnosis dataset

From: Korean clinical entity recognition from diagnosis text using BERT

 

BERT labels

WP labels

IOB labels

 

precision

recall

f1 score

precision

recall

f1 score

precision

recall

f1 score

B-DZ

0.85

0.88

0.87

0.85

0.89

0.87

0.85

0.88

0.87

I-DZ

0.83

0.82

0.82

0.83

0.84

0.83

0.85

0.88

0.87

B-SX

0.86

0.85

0.86

0.86

0.84

0.84

0.86

0.85

0.86

I-SX

0.53

0.54

0.54

0.54

0.55

0.55

0.83

0.81

0.82

B-BP

0.83

0.86

0.84

0.78

0.83

0.81

0.83

0.86

0.84

I-BP

0.38

0.39

0.39

0.36

0.42

0.39

0.72

0.79

0.75