Fast Cross-domain Data Augmentation through Neural Sentence Editing

Understand

Data augmentation promises to alleviate data scarcity.

• This is most important in cases where the initial data is in short supply.
• This is, for existing methods, also where augmenting is the most difficult, as learning the full data distribution is impossible.
• For natural language, sentence editing offers a solution - relying on small but meaningful changes to the original ones.