A Systematic Review of Aspect-based Sentiment Analysis (ABSA): Domains, Methods, and Trends

arXiv:2311.10777v4 Announce Type: replace-cross
Abstract: Aspect-based Sentiment Analysis (ABSA) is a fine-grained type of sentiment analysis that identifies aspects and their associated opinions from a given text. With the surge of digital opinionated text data, ABSA gained increasing popularity for its ability to mine more detailed and targeted insights. Many review papers on ABSA subtasks and solution methodologies exist, however, few focus on trends over time or systemic issues relating to research application domains, datasets, and solution approaches. To fill …

abstract analysis arxiv cs.cl cs.lg data digital domains fine-grained mine opinions review sentiment sentiment analysis text trends type