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文章基本信息

  • 标题:The Interplay of Semantics and Morphology in Word Embeddings
  • 本地全文:下载
  • 作者:Oded Avraham ; Yoav Goldberg
  • 期刊名称:Conference on European Chapter of the Association for Computational Linguistics (EACL)
  • 出版年度:2017
  • 卷号:2017
  • 页码:422-426
  • 语种:English
  • 出版社:ACL Anthology
  • 摘要:We explore the ability of word embeddings to capture both semantic and morphological similarity, as affected by the different types of linguistic properties (surface form, lemma, morphological tag) used to compose the representation of each word. We train several models, where each uses a different subset of these properties to compose its representations. By evaluating the models on semantic and morphological measures, we reveal some useful insights on the relationship between semantics and morphology.
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