Medical Specialty Classification Based on Semiadversarial Data Augmentation

Table 3

The performance of different data augmentation modes on the BioBERT model.

Modes	Acc	Micro-R	Micro-	Micro-F1
Plain	73.0	71.5	74.7	73.1
SAR	80.3	78.2	83.1	80.8
ERA	80.9	78.2	82.8	80.4
LMA	84.9	80.7	88.1	84.2
ADA	72.1	71.3	72.5	71.9
SemiADA + PI	87.7	88.6	87.9	88.2

Four metrics were used to compare the performance differences between the models: accuracy (acc), microprecision (micro-), microrecall (micro-R), and micro-F1 (micro-F1).