We also augment the tree kernels themselves with additional information by 3 wordnet.princeton.edu following <cite>Wiegand and Klakow (2010)</cite> who add for each word that belongs to a predictive semantic class another node that directly dominates the pertaining leaf node and assign it a label denoting that class.