More about HKUST
A SURVEY ON CONSTRUCTION AND ENHANCEMENT METHODS IN SERVICE CHATBOTS DESIGN
PhD Qualifying Examination
Title: "A SURVEY ON CONSTRUCTION AND ENHANCEMENT METHODS IN SERVICE CHATBOTS
DESIGN"
by
Mr. Zhenhui PENG
Abstract:
Chatbots are being widely applied in many service industries to help schedule
meetings, online shopping, restaurant reservations, and customer care and so
on. The key to the success of the service chatbots design is to provide
satisfying responses to the given user’s requests. This survey aims to provide
a comprehensive review of chatbots construction and enhancement methods. We
first introduce major techniques for the three core design philosophies, which
are rule-based, retrieval-based and generation-based methods, followed by a
brief summary of the evaluation metrics. Then we present methods which service
chatbot’s capabilities with either an ensemble of multiple chatbots,
collaborating with human workers or learning from users. Finally, in future
directions we discuss the promising response generation models for chatbots
using the recent progress in the Transformer and contextual embeddings, as well
as potential ways to construct a chatbot with personality to achieve a better
user experience.
Date: Wednesday, 16 January 2019
Time: 10:30am - 12:30pm
Venue: Room 3494
Lifts 25/26
Committee Members: Dr. Xiaojuan Ma (Supervisor)
Prof. Nevin Zhang (Chairperson)
Prof. Huamin Qu
Dr. Yangqiu Song
**** ALL are Welcome ****