Using a large text corpus for training, we collect statistics about what kinds of entities tend to occur as subjects of "play", and then rank the candidate entities according to their compatibility with the verb.
we employ the framework of (Thater10), which allows us to derive vector representations of words in syntactic contexts (such as being the subject of a particular verb).