Table 2 Precision, recall, and F1 score of the NER.

From: Automated pipeline for superalloy data by text mining

Category

Precision

Recall

F1 score

Test set

Alloy named entity

This work

90.58%

93.60%

92.07%

545 sentences

BiLSTM-CRF

51.99%

36.53%

42.91%

545 sentences

ChemDataExtractor

36.52%

18.84%

24.86%

545 sentences

Property value (with unit)

85.71%

99.25%

91.98%

845 sentences