Target-side Generation of Prepositions for SMT Marion Weller, Alexander Fraser, Sabine Schulte im Walde We present a translation system that models the selection of prepositions in a target-side generation component. This novel approach allows the modeling of all subcategorized elements of a verb as either NPs or PPs according to target-side requirements relying on source and target side features. The BLEU scores are encouraging, but fail to surpass the baseline. We additionally evaluate the preposition accuracy for a carefully selected subset and discuss how typical problems of translating prepositions can be modeled with our method.