Their extended model significantly improved ranking accuracies on the same two datasets used by Barzilay and Lapata (2008) as well as on the Wall Street Journal corpus.
while enriching or modifying the original features used in the standard model is certainly a direction for refinement of the model, it usually requires more training data or a more sophisticated feature representation.