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The Cartographer
Polysemy Detection in Distributed Representation of Word Sense
September 26, 2017 Β· Declared Dead Β· π International Conference on Knowledge and Smart Technology
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Authors
Kana Oomoto, Haruka Oikawa, Eiko Yamamoto, Mitsuo Yoshida, Masayuki Okabe, Kyoji Umemura
arXiv ID
1709.08858
Category
cs.DS: Data Structures & Algorithms
Cross-listed
cs.CL
Citations
2
Venue
International Conference on Knowledge and Smart Technology
Last Checked
4 months ago
Abstract
In this paper, we propose a statistical test to determine whether a given word is used as a polysemic word or not. The statistic of the word in this test roughly corresponds to the fluctuation in the senses of the neighboring words a nd the word itself. Even though the sense of a word corresponds to a single vector, we discuss how polysemy of the words affects the position of vectors. Finally, we also explain the method to detect this effect.
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