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. 2019 Jul 23;27(1):47–55. doi: 10.1093/jamia/ocz120

Table 5.

The microevaluation results on the development and test sets under the optimal mode for the 3 machine learning algorithms

Dataset Algorithm P R F
Development CRF 0.937 0.892 0.914
C-BiLSTM-CRF 0.929 0.913 0.921
L-BiLSTM-CRF 0.934 0.907 0.920
Test set CRF 0.946 0.871 0.907
C-BiLSTM-CRF 0.935 0.892 0.913
L-BiLSTM-CRF 0.937 0.890 0.913

C-BiLSTM-CRF: convolutional neural network bidirectional long short-term memory conditional random field; CRF: conditional random field; F: micro F-score; L-BiLSTM-CRF: long short-term memory bidirectional long short-term memory conditional random field P: precision; R: recall.