Many other works manually develop a set of heuristic features devised with some specific relationship in mind, like a WordNet-based meronymy feature (Bedmar et al., 2007) or size-of feature (Aramaki et al., 2006).
the most prominent feature type is based on lexico-syntactic patterns in which the related words co-appear.