We will measure this by looking at a target word's relation set, for instance its synonyms, and top n-most-similar words based on the embeddings model.
for the general domain, there exists a wide range of gold standard resources for evaluating distributional semantic models in their ability to capture semantic relations of different types, for instance, Simlex-999 (Hill et al., 2015).