Invited Talks Invited Talk #1 Deep Learning for NLG and Its Application For Chatbot System

Minh Le Nguyen
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引用次数: 2

Abstract

In this talk, we focus on showing the state-of-the-art works on natural language generation(NLG) using deep learning approaches. We will highlight existing works on NLG from the leading natural language processing conferences in 2018. We then present the application of NLG in the chatbot systems. The first part of the tutorial will show the background knowledge on deep learning for natural language processing. The second part will discuss NLG techniques from the basic to the state of the art techniques. The third part will show how NLG techniques are used in spoken dialog systems (i.e. Microsoft’s Cortana, Apple’s Siri, Amazon Alexa, Google Assistant, and Facebook’s M) and Chatbot systems. The final part will give a conclusion with our discussion on the challenging of NLG when exploiting for the Vietnamese language.
NLG的深度学习及其在聊天机器人系统中的应用
在这次演讲中,我们重点展示了使用深度学习方法的自然语言生成(NLG)的最新研究成果。我们将重点介绍2018年领先的自然语言处理会议上关于NLG的现有工作。然后介绍了NLG在聊天机器人系统中的应用。本教程的第一部分将展示自然语言处理中深度学习的背景知识。第二部分将讨论NLG技术从基本到最先进的技术。第三部分将展示NLG技术如何在口语对话系统(即微软的Cortana、苹果的Siri、亚马逊的Alexa、b谷歌Assistant和Facebook的M)和聊天机器人系统中使用。最后一部分将对NLG在开发越南语时所面临的挑战进行总结。
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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