In recent studies, embeddings v IN are usually used for measuring the similarity between words.
given the characteristics described in the previous paragraph and SGNS's equivalence with shifted positive pointwise mutual information (Levy and Goldberg, 2014), if we want to measure to what extent word w t tends to co-occur with w k in the training data, then we should use the similarity of In this study, we show the importance of using v OU T in a task where we need to see if a word matches its context.