Seamlessly Integrating Factual Information and Social Content with Persuasive Dialogue

Q3 Environmental Science AACL Bioflux Pub Date : 2022-03-15 DOI:10.48550/arXiv.2203.07657
Maximillian Chen, Weiyan Shi, Feifan Yan, Ryan Hou, Jingwen Zhang, Saurav Sahay, Zhou Yu
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引用次数: 5

Abstract

Complex conversation settings such as persuasion involve communicating changes in attitude or behavior, so users’ perspectives need to be addressed, even when not directly related to the topic. In this work, we contribute a novel modular dialogue system framework that seamlessly integrates factual information and social content into persuasive dialogue. Our framework is generalizable to any dialogue tasks that have mixed social and task contents. We conducted a study that compared user evaluations of our framework versus a baseline end-to-end generation model. We found our model was evaluated to be more favorable in all dimensions including competence and friendliness compared to the baseline model which does not explicitly handle social content or factual questions.
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无缝整合事实信息和社会内容与有说服力的对话
复杂的对话设置,如说服,涉及沟通态度或行为的变化,因此需要解决用户的观点,即使与主题没有直接关系。在这项工作中,我们贡献了一个新颖的模块化对话系统框架,将事实信息和社会内容无缝集成到有说服力的对话中。我们的框架可以推广到任何混合了社交和任务内容的对话任务。我们进行了一项研究,将用户对我们框架的评估与基线端到端生成模型进行了比较。我们发现,与没有明确处理社会内容或事实问题的基线模型相比,我们的模型在包括能力和友好性在内的所有维度上都被评估得更有利。
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来源期刊
AACL Bioflux
AACL Bioflux Environmental Science-Management, Monitoring, Policy and Law
CiteScore
1.40
自引率
0.00%
发文量
0
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