Christian Muise Planning for Goal Oriented Dialgue Systems 2019
[TOC] Title: Christian Muise Planning for Goal Oriented Dialgue Systems 2019 Author: Publish Year: Review Date: Tue, Jan 30, 2024 url: arXiv:1910.08137v1 Summary of paper Motivation there is increasing demand for dialogue agents capable of handling specific tasks and interactions in a business context Contribution the author propose a new approach that eliminates the need for manual specification of dialogue trees, a common practice in existing systems. they suggest using a declarative representation of the dialogue agent, which can be processed by advanced planning tech (tree -> planning) The paper introduces a paradigm shift in specifying complex dialogue agents by recognizing that many aspects of these agents share similarities or identical underlying processes. Instead of manually creating and maintaining entire dialogue graphs, the authors propose a declarative approach where behavior is specified compactly, and the complete implicit graphs are generated from this specification. Some key terms limitation of end to end trained machine learning architectures ...