This technique could be applied to hypernym/hyponym relationships although the authors do not mention it.
works done by Snow et al., 2006;Sang and Hofmann, 2007;Bollegala et al., 2007) have proposed methodologies to automatically acquire these patterns mostly based on supervised learning to leverage manual work.