Regarding this evaluator, it is worth to note that with a huge number of possible linguistic relations (and different objectives, e.g., modeling syntactic vs. semantic properties), no embedding model is able to hold all related words close in the vector space.
only one testing schema (i.e., word analogy test) is not enough to evaluate multiple pre-trained embeddings.