Question answering systems are recognized as popular and frequently effective means of information seeking on the web. In such systems, information seekers can receive a concise response to their query by presenting their questions in natural language. Interactive question answering is a recently proposed and increasingly popular solution that resides at the intersection of question answering and dialogue systems. On the one hand, the user can ask questions in normal language and locate the actual response to her inquiry; on the other hand, the system can prolong the question-answering session into a dialogue if there are multiple probable replies, very few, or ambiguities in the initial request. By permitting the user to ask more questions, interactive question answering enables users to dynamically interact with the system and receive more precise results. This survey offers a detailed overview of the interactive question-answering methods that are prevalent in current literature. It begins by explaining the foundational principles of question-answering systems, hence defining new notations and taxonomies to combine all identified works inside a unified framework. The reviewed published work on interactive question-answering systems is then presented and examined in terms of its proposed methodology, evaluation approaches, and dataset/application domain. We also describe trends surrounding specific tasks and issues raised by the community, so shedding light on the future interests of scholars. Our work is further supported by a GitHub page with a synthesis of all the major topics covered in this literature study. https://sisinflab.github.io/interactive-question-answering-systems-survey/
翻译:问答系统被公认为是广受欢迎的、经常有效的网上搜索信息手段。在这类系统中,信息搜索者可以通过以自然语言提出问题,得到对其询问的简明答复。交互式问答是最近提出的、越来越受欢迎的解决办法,存在于问答和对话系统的交叉点。一方面,用户可以以正常语言提出问题,并找到对询问的实际答复;另一方面,如果在最初的请求中存在多种可能的答复,或很少或模糊不清,该系统可以延长问答会议,成为对话。允许用户提出更多的问题,互动式回答使用户能够与系统动态互动,并获得更准确的结果。本次调查详细概述了当前文献中普遍存在的互动问答方法。首先,可以解释问答系统的基本原则,从而界定新的标识和分类,将所有已确定的作品合并在一个统一的框架内。随后,从拟议的方法、评价方法、数据集/应用程序域的角度介绍和审查关于互动式问答系统的已出版工作。我们还以当前文献中的所有主要任务和议题为基础,通过网站综合研究,进一步介绍我们今后关于具体任务和议题的趋势。