Similarly, consideration of dependency arcs allows the compressed dependency tree z to be scored using a rich set of indicator features over dependency labels, part-of-speech tags and even lexical features as in Filippova and Strube (2008).
we observe a significant gain for the joint structured transduction system over the Clarke and Lapata (2008) approach for n-gram F 1 .