In fact, when we use only the SVM regression model to rank the hypothesis sentences, without employing any classifier, then remove redundant sentences, rewrite and trim the results, we find that, interestingly, this approach also outperforms top-DUC2004, although the difference is not statistically significant.
we believe that this is an area worth pursuing in future, with more sophisticated features.