On one hand, a number of methods have been developed to build hierarchies based on lexical patterns in text (Yang and Callan, 2009; Snow et al., 2006; Kozareva and Hovy, 2010; Navigli et al., 2011; Fu et al., 2014;<cite> Bansal et al., 2014</cite>; Tuan et al., 2015) .