Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing

Abstract

Task-oriented semantic parsing is a critical component of virtual assistants, which is responsible for understanding the user's intents (set reminder, play music, etc.). Recent advances in deep learning have enabled several approaches to successfully parse more complex queries reminder, music).