Boosting Text Augmentation Performance by Mitigating Feature Space Shift with a Hybrid Instance Filtering Framework

A hybrid instance-filtering framework (BOOSTAUG) based on pre-trained language models can maintain a similar feature space with natural datasets, significantly improving the performance of existing text augmentation methods on large public datasets.