QAIE: LLM-based Quantity Augmentation and Information Enhancement for few-shot Aspect-Based Sentiment Analysis

Hengyang Lu, Tianci Liu, Rui Cong, Jun Yang, Qiang Gan, Wei Fang, Xiaojun Wu

Abstract: Highlights•We utilize the LLMs to help perform the few-shot ABSA task.•QAIE proposes a quantity augmentation method to gengrate more labled data.•QAIE designs a information enhancement method to form more informative review texts.