En route to a better integration and evaluation of social capacities in vocal artificial agents

F. Lefèvre
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引用次数: 1

Abstract

In this talk, work about vocal artificial agent ongoing in the Vocal Interaction Group at LIA, University of Avignon, is presented. A focus is made on the research line aiming at endowing such interactive agents with human-like social abilities. After a short overview of the state-of-the-art in spoken dialogue systems a summary of recent efforts to improve systems' development through online learning using social signals is proposed. Then two examples of skills favoring human-like social interactions are presented: firstly a new turn-taking management scheme based on incremental processing and reinforcement learning, then automatic generation and usage optimisaton of humor traits. These studies converge in enabling to develop interactive systems which could foster studies in human sciences to better understand specificities of human social communication.
为了更好地整合和评估语音人工智能的社会能力
在这次演讲中,介绍了阿维尼翁大学声乐互动小组正在进行的关于声乐人工智能的工作。研究的重点是赋予这种互动代理类似人类的社会能力。在对口语对话系统的最新技术进行简要概述之后,提出了最近通过使用社会信号的在线学习来改进系统开发的努力的总结。在此基础上,提出了两种有利于类人社会互动的技能:一种是基于增量处理和强化学习的新轮次管理方案,另一种是幽默特征的自动生成和使用优化。这些研究汇集在一起,能够开发互动系统,促进人文科学的研究,以更好地理解人类社会交流的特殊性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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