The Verb, Adjective, Adverb and Preposition subsets were obtained using a slightly different methodology (see Shekhar et al. (2017a) ) than that used for Nouns<cite> (Shekhar et al., 2017b)</cite> . Therefore, we evaluate these two groups separately.