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Deep Chit-Chat: Deep Learning for Chatbots

Wei Wu, Rui Yan (Peking University)

DOI: 10.1145/3308560.3320084 (Computer Science)
License: CC BY

Abstract: The tutorial is based on our long-term research on open domain conversation and rich hands-on experience on development of Microsoft XiaoIce. We will summarize the recent achievements made by both academia and industry on chatbots, and give a thorough and systematic introduction to state-of-the-art methods for open domain conversation modeling including both retrieval-based methods and generation-based methods. In addition to these, our tutorial will also cover some new trends of research of chatbots, such as how to design a reasonable evaluation metric for open domain dialogue generation, how to build conversation models with multiple modalities, and how to conduct dialogue management in open domain conversation systems.

Published on 13 May. 2019