Prior to submission, we benchmarked our system against the two baselines provided by the organizers: a dummy classifier assigning random classes according to the overall class distribution in the training data (Baseline 1), and a classifier based on the Church-Gale algorithm as adapted by<cite> Barbu (2015)</cite> (Baseline 2).