As in <cite>Kisselew et al. (2015)</cite> , we treat every derivation type as a specific learning problem: we take a set of word pairs with a particular derivation pattern (e.g., "-in", Bäcker::Bäckerin), and divide this set into training and test pairs by performing 10-fold cross-validation.