Leveraging Large Language Models for Controllable and Diverse Data Augmentation in Low-Resource Open-Domain Dialogue Generation
By using dialogue summaries as a planning tool, the proposed Summary-based Dialogue Augmentation with Large Language Model (SDA) can generate high-quality and semantically diverse dialogues even with a small seed dataset.