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Building Filters for Vietnamese Chatbot Responses

机译:越南菜聊天滤波器的建筑过滤器

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摘要

Automatic Chatbot is a developing trend in the world because of its convenience, efficiency, applicability in many fields such as E-commerce, customer care, and so on. Through Chatbot, we can cut down human resources at the place that Chatbot can replace, increase the convenience for both customer and company. Some good chatbot systems in the world primarily used in English. With Vietnamese, however, the outputs of these models are often not so good due to different structures and grammar. Some output (i.e. chatbot’s responses) is incorrect or even misleading to the user. This can cause some serious problems in some legal or financial applications. In this paper, we proposed an approach to reevaluate outputs of general chatbot to reduce incorrect responses. Specifically, we firstly deployed well-known approaches in English chatbot into Vietnamese chatbot. After that, we build filters to assess chatbot responses based on the characteristics of the Vietnamese language. If the response is not suitable, the system will not give back to the user. In this case, the system can require more information to find a better response or at least return announcement instead of an incorrect response. We also developed a web-based application with chatbot integration to evaluate our approach in real life scenario.
机译:自动Chatbot是世界上的发展趋势,因为它的便利性,效率,适用性,如电子商务,客户服务等等。通过Chatbot,我们可以在聊天可以替换的地方削减人力资源,增加客户和公司的便利性。世界上有一些好的聊天系统主要用于英语。然而,随着越南语,由于不同的结构和语法,这些模型的输出往往不是那么好。一些输出(即Chatbot的响应)对用户不正确甚至误导。这可能会在某些法律或金融应用中造成一些严重问题。在本文中,我们提出了一种重新评估一般Chatbot产出的方法,以减少不正确的响应。具体而言,我们首先将英文聊天乐队的众所周知的方法部署到越南的聊天场。之后,我们构建过滤器根据越南语的特征评估Chatbot响应。如果响应不合适,系统将不会回馈给用户。在这种情况下,系统可能需要更多信息来查找更好的响应或至少返回通知而不是不正确的响应。我们还开发了一种基于Web的应用程序,具有Chatbot集成,以评估我们在现实生活方案中的方法。

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