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An FAQ dataset for E-learning system used on a Japanese University

机译:日本大学使用的电子学习系统的FAQ数据集

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摘要

In this data article, we present an FAQ dataset written in Japanese and its translation to English in order to train chatbot models for e-learning systems. We first collected raw Q&A data reported as the difficulties from April 2015 to July 2018 by users of the e-learning system introduced at Tokyo Metropolitan University. We then divided them into 11 categories according to features provided by the e-learning system. Finally, we integrated questions with the same answers in order to create the FAQ form. The dataset contains 427 questions and 79 answers that were examined by experts with experience in using the e-learning system for more than three years. Using this dataset, we performed statistical analyses to evaluate the qualities of the FAQ dataset. The proposed applications of the dataset include not only academic research but also activities; for example, translating from Japanese to another one like Chinese, adapting/modifying our dataset for another e-learning system, and developing language models to obtain highly accurate responses from chatbots.
机译:在此数据文章中,我们介绍了用日语编写的FAQ数据集,并将其翻译成英文,以训练用于电子学习系统的聊天机器人模型。我们首先收集了2015年4月至2018年7月在东京都立大学引入的电子学习系统的用户报告的困难方面的原始问答数据。然后,我们根据电子学习系统提供的功能将它们分为11类。最后,我们将具有相同答案的问题整合在一起,以创建FAQ表单。数据集包含427个问题和79个答案,这些答案由具有使用电子学习系统三年以上经验的专家检查过。使用此数据集,我们进行了统计分析,以评估FAQ数据集的质量。数据集的拟议应用不仅包括学术研究,而且还包括活动。例如,从日语翻译为中文(日语),为另一个电子学习系统修改/修改我们的数据集,并开发语言模型以从聊天机器人获得高度准确的响应。

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