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Table 4 NER performance comparison results of BERT and bi-LSTM-CRF on the Exobrain dataset

From: Korean clinical entity recognition from diagnosis text using BERT

 

BERT (IOB)

bi-LSTM-CRF (IOB)

 

macro-avg

micro-avg

macro-avg

micro-avg

Precision

0.93

0.93

0.90

0.89

Recall

0.94

0.94

0.87

0.86

F1

0.94

0.93

0.89

0.88