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  • 标题:Dialogue Act-based Breakdown Detection in Negotiation Dialogues
  • 本地全文:下载
  • 作者:Atsuki Yamaguchi ; Kosui Iwasa ; Katsuhide Fujita
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2021
  • 卷号:2021
  • 页码:745-757
  • DOI:10.18653/v1/2021.eacl-main.63
  • 语种:English
  • 出版社:ACL Anthology
  • 摘要:Thanks to the success of goal-oriented negotiation dialogue systems, studies of negotiation dialogue have gained momentum in terms of both human-human negotiation support and dialogue systems. However, the field suffers from a paucity of available negotiation corpora, which hinders further development and makes it difficult to test new methodologies in novel negotiation settings. Here, we share a human-human negotiation dialogue dataset in a job interview scenario that features increased complexities in terms of the number of possible solutions and a utility function. We test the proposed corpus using a breakdown detection task for human-human negotiation support. We also introduce a dialogue act-based breakdown detection method, focusing on dialogue flow that is applicable to various corpora. Our results show that our proposed method features comparable detection performance to text-based approaches in existing corpora and better results in the proposed dataset.
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