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Automatically ordering events and times in text

  • 作者: Derczynski, Leon R.A., author.
  • 其他作者:
  • 其他題名:
    • Studies in computational intelligence ;
  • 出版: Cham : Springer International Publishing :Imprint: Springer
  • 叢書名: Studies in computational intelligence,volume 677
  • 主題: Computational linguistics. , Engineering. , Computational Intelligence. , Artificial Intelligence (incl. Robotics) , Document Preparation and Text Processing. , Computational Linguistics.
  • ISBN: 9783319472416 (electronic bk.) 、 9783319472409 (paper)
  • FIND@SFXID: CGU
  • 資料類型: 電子書
  • 內容註: Introduction -- Events and Times -- Temporal Relations -- Relation Labelling Analysis -- Using Temporal Signals -- Using a Framework of Tense and Aspect -- Conclusion.
  • 摘要註: The book offers a detailed guide to temporal ordering, exploring open problems in the field and providing solutions and extensive analysis. It addresses the challenge of automatically ordering events and times in text. Aided by TimeML, it also describes and presents concepts relating to time in easy-to-compute terms. Working out the order that events and times happen has proven difficult for computers, since the language used to discuss time can be vague and complex. Mapping out these concepts for a computational system, which does not have its own inherent idea of time, is, unsurprisingly, tough. Solving this problem enables powerful systems that can plan, reason about events, and construct stories of their own accord, as well as understand the complex narratives that humans express and comprehend so naturally. This book presents a theory and data-driven analysis of temporal ordering, leading to the identification of exactly what is difficult about the task. It then proposes and evaluates machine-learning solutions for the major difficulties. It is a valuable resource for those working in machine learning for natural language processing as well as anyone studying time in language, or involved in annotating the structure of time in documents.
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  • 系統號: 005381086 | 機讀編目格式
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