We later show how this percentage changes with smaller k. Finally, for each complex word and the contexts it appears in, we select as simpler synonym the most frequent synonym of the sense that appears most frequently for the n-gram corresponding to that (word, context) pair.
to disambiguate the sense, our method uses the context where the target word appears.