了解聊天机器人如何工作:对客户服务聊天机器人心理模型的探索性研究

Stine Ordemann, Marita Skjuve, Asbjørn Følstad, C. Bjørkli
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引用次数: 3

摘要

聊天机器人正在改变客户服务互动,使人们更加依赖自助服务行为。他们似乎强调要把这些聊天机器人设计得尽可能像人类。一个缺点是,这种类似人类的设计可能会导致用户在与聊天机器人互动时应用与与人类客服人员互动时相同的心理模型。可以说,这可能会导致聊天机器人交互中的问题,因为该技术可能无法处理与人类人员相同复杂程度的交互。因此,用户使用的心理模型对于成功的系统交互非常重要,但是很少有研究致力于理解这些心理模型。为了缩小这一研究差距,我们要求16名用户与两个客户服务聊天机器人进行互动,以探索指导他们互动的心理模型。基于定性访谈和参与者对话的屏幕截图视频,一项探索性分析表明,参与者利用两种类型的心智模型来理解、预测和与聊天机器人互动:以人为导向的模型和以技术为导向的模型。我们讨论了我们的发现及其理论和实践意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
UNDERSTANDING HOW CHATBOTS WORK: AN EXPLORATORY STUDY OF MENTAL MODELS IN CUSTOMER SERVICE CHATBOTS
Chatbots are changing customer service interactions, enabling higher reliance on self-serving behavior. There seems to be an emphasis on designing these chatbots to be as humanlike as possible. One drawback is that such humanlike design might lead users to apply the same mental models when interacting with chatbots as they do when interacting with human customer service personnel. Arguably, this may cause issues in the chatbot interaction because the technology may not be capable of handling interactions at the same level of sophistication as human personnel. Thus, the mental models that users apply are important for successful system interactions, but little research have been dedicated towards understanding these mental models. To close this research gap, we asked 16 users to interact with two customer service chatbots to explore the mental models guiding their interactions. Based on qualitative interviews and screen-captured videos of the participants’ dialogues, an exploratory analysis indicated that the participants drew on two types of mental models to understand, predict, and interact with chatbots: a human-oriented model and a technology-oriented model. We discuss our findings and their theoretical and practical implications.
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