Unlike previous work (Knight and Marcu, 2000;Galley and McKeown, 2007), we do not produce a new parse tree,  but focus on learning to identify the proper set of constituents to be removed.
when a node is dropped from the tree, all words it subsumes will be deleted from the sentence.