... training dataannotated with rich linguistic information. Unfor-tunately, such resources are largely absent for al-most all languages except English. Given the datarequirements for supervised learning, ... alignments are used. The F-score increases by 2.9% for Forward, 2.2% for PerfMatch, and 1.9% for EdgeCover. Also notethat this better performance is primarily due to asignificant increase in ... parser for English andDubey’s 2005 parser for German), and manuallyannotated with FrameNet-like semantic roles (seePadó and Lapata 2005 for details.)Word alignments were computed with theGIZA++...