In this paper we describe the use of QE, a framework that aims to obtain predictions on the quality of translations, to improve the performance of machine translation (MT) systems without changing their internal functioning. We apply QE to experiments with: i. multiple system translation ranking, where translations produced by different MT systems are ranked according to their estimated q...