ESA is usually trained on Wikipedia, since the authors of the original ESA paper suggest that the articles of the training corpus should represent disjoint concepts, which is only guaranteed for encyclopedias.
stein and Anerka (Gottron et al., 2011) challenged this hypothesis and demonstrated that promising results can be obtained by applying EsA on other types of corpora like the popular Reuters newspaper corpus as well.