The paper, “Linguisitic Regularities in Continuous Space Word Representation (Mikolov et al., NAACL 2013)” explains how to evaluate sytantic and semantic regularities between the induced word vectors, with a form as “king - Man + Woman” result in a vector veryl clost to “Queen”.
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