Examining a sample of these pairs suggests that they are usually near-synonyms, i.e., it is not that clear whether one term is truely more general than the other or not.
we represent each edge by the concatenation of its components' vectors: dir represent the embedding vectors of the lemma, part-of-speech, dependency label and dependency direction (along the path from x to y), respectively.