Previous studies (Gabrilovich and Markovitch, 2007;Cimiano et al., 2009;Hassan and Mihalcea, 2011) show that ESA performs better than LSA for computing text relatedness.
it is important to consider the relatedness between dimensions in the ESA model, rather than considering them orthogonal, and also without losing the explicit property of ESA model at the same time.