You can learn this quite easily using bilexical dependencies on a machine annotated corpus, even without word embeddings (which is another option as Matthew sug

You can learn this quite easily using bilexical dependencies on a machine annotated corpus, even without word embeddings (which is another option as Matthew suggests in a sibling post): http://www.aclweb.org/anthology/W07-2201 http://www.aclweb.org/anthology/W07-2201