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Stochastic Inversion Transduction Grammars for Obtaining Word Phrases for Phrase-based Statistical Machine Translation. Proc. of Workshop on Statistical Machine Translation. HLT-NAACL 06, 2006. pp. 130-133.An important problem that is related to phrase-based statistical translation models is the obtaining of word phrases from an aligned bilingual training corpus. In this work, we propose obtaining word phrases by means of a Stochastic Inversion Translation Grammar. Experiments on the shared task proposed in this workshop with the Europarl corpus have been carried out and good results have been obtained.