The application of word representations such as word clusters in domain adaptation of RE <cite>(Plank and Moschitti, 2013</cite> ) is motivated by its successes in semi-supervised methods (Chan and Roth, 2010; Sun et al., 2011) where word representations help to reduce data-sparseness of lexical information in the training data.