What do we know about conversation participants: experiments on conversation entailment

  • Authors:
  • Chen Zhang;Joyce Y. Chai

  • Affiliations:
  • Michigan State University, East Lansing, MI;Michigan State University, East Lansing, MI

  • Venue:
  • SIGDIAL '09 Proceedings of the SIGDIAL 2009 Conference: The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue
  • Year:
  • 2009

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Abstract

Given the increasing amount of conversation data, techniques to automatically acquire information about conversation participants have become more important. Towards this goal, we investigate the problem of conversation entailment, a task that determines whether a given conversation discourse entails a hypothesis about the participants. This paper describes the challenges related to conversation entailment based on our collected data and presents a probabilistic framework that incorporates conversation context in entailment prediction. Our preliminary experimental results have shown that conversation context, in particular dialogue act, plays an important role in conversation entailment.