Experiments with a wide variety of distributional word similarity measures revealed that WeightedCosine (Rei, 2013), a directional similarity measure designed to better capture hyponymy relations, performed best.
unlexicalised parsers avoid using lexical information and select a syntactic analysis using only more general features, such as POS tags.