In this setting the problem is cast as a dependency parser correction problem (Atterer and Schütze, 2007;Agirre et al., 2008;Anguiano and Candito, 2011).
given a dependency parse of a sentence, with potentially incorrect PP attachments, rectify it such that the prepositional phrases attach to the correct sites.