While their method use local context for disambiguating the meanings that are mixed up in word embeddings, the information from local contexts cannot be utilized if the pre-trained embeddings are unavailable or unreliable.
each entry in the dataset consists of (1) a phrase, (2) its description, and (3) context (a sentence).