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Table 5 Performance of PICO sentence classification by BERT with different pre-trained weights on the validation set

From: PICO entity extraction for preclinical animal literature

 

F1

Recall

Precision

BERT-base

86.6

87.7

87.2

BioBERT

87.7

89.6

88.1

PubMedBERT-abs

89.3

91.3

89.1

PubMedBERT-full

85.8

89.3

84.6