In order to make the comparisons compatible, we introduce word embeddings into the tree kernel by extending the package provided by<cite> Plank and Moschitti (2013)</cite> , which uses the Charniak parser to obtain the constituent trees, the SVM-light-TK for the SSTK kernel in SVM, the directional relation classes, etc.