Chatbot Technologies and Challenges

Vagelis Hristidis
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引用次数: 20

Abstract

Chatbots have recently become popular due to the widespread use of messaging services and the advancement of Natural Language Understanding. In this tutorial, we give an overview of the technologies that drive chatbots, including Information Extraction and Deep Learning. We also discuss the differences between conversational and transactional chatbots - the former are trained on free-form chat logs, whereas the latter are defined manually to achieve a specific goal like booking a flight. We also provide an overview of commercial tools and platforms that can help in creating and deploying chatbots. Finally, we present the limitations and future work challenges in this area.
聊天机器人技术与挑战
由于信息服务的广泛使用和自然语言理解的进步,聊天机器人最近变得流行起来。在本教程中,我们概述了驱动聊天机器人的技术,包括信息提取和深度学习。我们还讨论了会话型聊天机器人和事务型聊天机器人之间的区别——前者是根据自由形式的聊天日志进行训练的,而后者是手动定义的,以实现预定航班等特定目标。我们还概述了可以帮助创建和部署聊天机器人的商业工具和平台。最后,我们提出了该领域的局限性和未来的工作挑战。
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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