To address this limitation, one solution is to incorporate relational dependencies of different words into their embeddings.
following (Keller and Lapata, 2003) and (de Cruys, 2014), we select three dependency relations (nsubj, dobj, and amod) as follows: • nsubj: The preference of subject for a given verb.