From Graph to Word Bag: Introducing Domain Knowledge to Confusing Charge Prediction

arXiv:2403.04369v1 Announce Type: cross
Abstract: Confusing charge prediction is a challenging task in legal AI, which involves predicting confusing charges based on fact descriptions. While existing charge prediction methods have shown impressive performance, they face significant challenges when dealing with confusing charges, such as Snatch and Robbery. In the legal domain, constituent elements play a pivotal role in distinguishing confusing charges. Constituent elements are fundamental behaviors underlying criminal punishment and have subtle distinctions among charges. In this paper, we introduce …

abstract arxiv bag challenges cs.ai cs.cl domain domain knowledge face graph knowledge legal legal ai performance prediction type word