Paper

Alleviating Overfitting for Polysemous Words for Word Representation Estimation Using Lexicons

Though there are some works on improving distributed word representations using lexicons, the improper overfitting of the words that have multiple meanings is a remaining issue deteriorating the learning when lexicons are used, which needs to be solved. An alternative method is to allocate a vector per sense instead of a vector per word... (read more)

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