多模态对话系统的会话基础

Biswesh Mohapatra
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引用次数: 0

摘要

“会话基础”过程是一个互动过程,在认知科学中得到了广泛的研究,在这个过程中,对话的参与者会检查以确保他们的对话者理解所提到的内容。这种交互过程使用多种通信模式来建立参与者之间的信息。这可能包括通过眼睛注视、头部运动、讲话语调以及讲话内容提供的信息。虽然这一过程对于人与人之间以及人与机器之间的成功交流是必不可少的,但需要在测试和建立当前对话系统管理对话基础的能力方面进行工作,特别是在多模式交流媒介方面。最近的工作,如Benotti和Blackburn[3]已经显示了对话系统中会话基础的重要性,以及当前系统如何在对话系统中失败,这对于具体化会话代理和社交机器人的进步至关重要。因此,我的博士项目旨在测试、理解和改进当前对话模型在会话基础方面的功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Conversational Grounding in Multimodal Dialog Systems
The process of “conversational grounding” is an interactive process that has been studied extensively in cognitive science, whereby participants in a conversation check to make sure their interlocutors understand what is being referred to. This interactive process uses multiple modes of communication to establish the information between the participants. This could include information provided through eye-gaze, head movements, intonation in speech, along with the content of the speech. While the process is essential to successful communication between humans and between humans and machines, work needs to be done on testing and building the capabilities of the current dialogue system in managing conversational grounding, especially in multimodal medium of communication. Recent work such as Benotti and Blackburn [3] have shown the importance of conversational grounding in dialog systems and how current systems fail in them which is essential for the advancement of Embodied Conversational Agents and Social Robots. Thus my Ph.D. project aims to test, understand and improve the functioning of current dialog models with respect to Conversational Grounding.
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