Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing
Xilun Chen, Asish Ghoshal, Yashar Mehdad, Luke Zettlemoyer, Sonal Gupta
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).
Topics & Concepts
Computer scienceArtificial intelligenceParsingNatural language processingTask (project management)EncoderAdaptation (eye)Machine learningFocus (optics)Representation (politics)Set (abstract data type)Domain (mathematical analysis)Resource (disambiguation)Programming languageMathematical analysisManagementPolitical scienceEconomicsPhysicsOperating systemMathematicsOpticsComputer networkLawPoliticsTopic ModelingNatural Language Processing TechniquesDomain Adaptation and Few-Shot Learning