We focus in this work on a sentence-level compression system to approximate the ILP-based inference of Thadani and McKeown (2013) which does not restrict compressions to follow input parses but permits the generation of novel dependency relations in output compressions.
the effect of these constraints is diminished when solving an LP relaxation of the above problem.