信息寻求对话中的风格和一致性

Paul Thomas, M. Czerwinski, Daniel J. McDuff, Nick Craswell, G. Mark
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引用次数: 63

摘要

对随意闲聊的分析表明,谈话风格的差异——说话的方式——会显著影响参与者对谈话和彼此的印象。然而,之前的工作并没有系统地分析风格在以任务为导向的信息寻求交换中有多重要,我们可能会使用会话搜索代理。我们研究了来自MISC数据集的记录,其中成对的“用户”和“中介”合作完成信息搜索任务,并寻找可以大规模计算的风格指示。我们发现Tannen在休闲聊天中识别的风格标记确实存在于信息寻求对话中,并且参与者可以沿着单一的风格维度排列:“体贴”到“参与”。这种风格标签不需要人工干预。此外,我们发现没有明确的最佳风格;但是,之前被认为会阻碍沟通的风格差异,只会在较短的任务中出现问题。这一结果很可能是由于在互动过程中对话风格的一致性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Style and Alignment in Information-Seeking Conversation
Analysis of casual chit-chat indicates that differences in conversational style---the way things are said---can significantly impact a participants» impressions of the conversation and of each other. However, prior work has not systematically analyzed how important style is in task-oriented, information-seeking exchanges of the sort we might have with a conversational search agent. We examine recordings from the MISC data set, where pairs of "users" and "intermediaries" collaborate on information-seeking tasks, and look for indications of style which can be computed at scale. We find that stylistic markers identified by Tannen in casual chat do exist in information-seeking dialogue, and that participants can be arranged along a single stylistic dimension: "considerate" to "involved". This labelling for style needs no manual intervention. Furthermore, we find that there is no clear best style; but that differences in style, previously thought to impede communication, are only a problem for shorter tasks. This result is likely due to alignment of conversational style over the course of an interaction.
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