We computed the underlying lexical similarity matrices using the same procedure as described in (Malioutov and Barzilay, 2006;Kazantseva and Szpakowicz, 2011), but using our own code.
we built a matrix of cosine similarities after removing stop words and weighting the underlying vectors by tf.idf values.