Argument Schemes and Dialogue for Explainable Planning
Abstract
Artificial Intelligence (AI) is being increasingly deployed in practical applications. However, there is a major concern whether AI systems will be trusted by humans. In order to establish trust in AI systems, there is a need for users to understand the reasoning behind their solutions. Therefore, systems should be able to explain and justify their output. In this paper, we propose an argument scheme-based approach to provide explanations in the domain of AI planning. We present novel argument schemes to create arguments that explain a plan and its key elements; and a set of critical questions that allow interaction between the arguments and enable the user to obtain further information regarding the key elements of the plan. Furthermore, we present a novel dialogue system using the argument schemes and critical questions for providing interactive dialectical explanations.
Cite
@article{arxiv.2101.02648,
title = {Argument Schemes and Dialogue for Explainable Planning},
author = {Quratul-ain Mahesar and Simon Parsons},
journal= {arXiv preprint arXiv:2101.02648},
year = {2021}
}
Comments
arXiv admin note: text overlap with arXiv:2005.05849