articleMay 2, 2017Closed access

A New Chatbot for Customer Service on Social Media

IBM Research - Almaden

Indexed incrossref

Abstract

Users are rapidly turning to social media to request and receive customer service; however, a majority of these requests were not addressed timely or even not addressed at all. To overcome the problem, we create a new conversational system to automatically generate responses for users requests on social media. Our system is integrated with state-of-the-art deep learning techniques and is trained by nearly 1M Twitter conversations between users and agents from over 60 brands. The evaluation reveals that over 40% of the requests are emotional, and the system is about as good as human agents in showing empathy to help users cope with emotional situations. Results also show our system outperforms information…

Citation impact

538
total citations
FWCI
89.54
Percentile
100%
References
20
Citations per year

Authors

5

Topics & keywords

Keywords
  • Chatbot
  • Computer science
  • Social media
  • Customer service
  • Service (business)
  • Empathy
  • World Wide Web
  • Human–computer interaction
UN Sustainable Development Goals
  • Quality Education
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