In the 'top-100 scores' results, for each method we converted to zero the scores that it assigned to word pairs, where neither of the words is in the top-100 most similar words of the other.
we believe that our approach is well suited to address context sensitive similarity with proper enhancements, as it considers joint-contexts that can more accurately disambiguate the meaning of target words.