A bottom up approach to category mapping and meaning change

نویسندگان

  • Haim Dubossarsky
  • Yulia Tsvetkov
  • Chris Dyer
  • Eitan Grossman
چکیده

In this article, we use an automated bottom-up approach to identify semantic categories in an entire corpus. We conduct an experiment using a word vector model to represent the meaning of words. The word vectors are then clustered, giving a bottom-up representation of semantic categories. Our main finding is that the likelihood of changes in a word’s meaning correlates with its position within its cluster.

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تاریخ انتشار 2015