We here focus on the unsupervised domain adaptation (i.e., no labeled target data) and singlesystem DA (Petrov and McDonald, 2012;<cite> Plank and Moschitti, 2013)</cite> , i.e., building a single system that is able to cope with different, yet related target domains.