Research Article

Vietnamese Sentiment Analysis under Limited Training Data Based on Deep Neural Networks

Table 4

The size of new samples for each polarity when applying the data augmentation techniques.

No.Data augmentation techniquesSize

1Vietnamese EDA4,000
2Sentence shuffling1,000
3Back translation100
4Syntax-tree transformation100
5Contextual substitution ()1,000
6Contextual substitution ( + )1,000
7Masked language model200