In addition to the embedding-based features, we further leverage lexical features based on the surface forms of child/parent category names.
we employ the Capitalization, Ends with, Contains, Suffix match, LCS and Length different features, which are commonly used in previous works in taxonomy induction (Yang and Callan, 2009;Bansal et al., 2014).