Building a Chatbot for Supporting the Admission of Universities

Minh-Tien Nguyen, Manh Tran-Tien, Anh Phan Viet, Huy-The Vu, Van-Hau Nguyen
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引用次数: 3

Abstract

The admission process of universities in Vietnam is a labor-expensive task due to the involvement of humans. This paper introduces an intelligent system (a chatbot) that can support the admission process by automatically answering questions. Different from prior work that usually builds the bot from scratch, we develop the bot by using the Rasa platform. To do that, we investigate different combinations of components of natural language understanding to find the best pipeline. We also create and release a dataset in the admission domain to train the bot. Experimental results show that the pipeline using DIET with features from pre-trained language models is competitive. The introduction video of the system is also available.11https://youtu.be/gw7wvlADxnE
打造一个支持大学录取的聊天机器人
在越南,大学的录取过程是一项劳动力昂贵的任务,因为人类的参与。本文介绍了一种智能系统(聊天机器人),它可以通过自动回答问题来支持录取过程。与之前从头开始构建机器人的工作不同,我们使用Rasa平台开发机器人。为了做到这一点,我们研究了自然语言理解组件的不同组合,以找到最佳管道。我们还在接纳域创建并发布了一个数据集来训练机器人。实验结果表明,使用DIET与预训练语言模型的特征相结合的管道具有竞争力。该系统的介绍视频也可以下载
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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