Word embeddings such as Word2vec (Mikolov et al., 2013) and GloVe (Pennington et al., 2014) have been widely recognized for their ability to capture linguistic regularities (including syntactic and semantic relations).
no linguistic property of their prepositional embeddings is known; to the best of our knowledge, we propose the first sense-specific prepositional embeddings and demonstrate their linguistic regularities.