Previous work has shown that sacrificing lexical features amounts to a substantial decrease in the performance of a dependency parser (Cohen et al., 2011;Täckström et al., 2012;Tiedemann, 2015;Guo et al., 2015).
we extend the token representation in MALOPA by concatenating learned embeddings of multilingual word clusters, and pretrained multilingual embeddings of word types.