We present positive results from a fully automated judge for semantic similarity based on Referential Translation Machines<cite> (Biçici and Way, 2014b)</cite> in two semantic similarity tasks at SemEval-2015, Semantic Evaluation Exercises -International Workshop on Semantic Evaluation (Nakov et al., 2015) .