Before revision:  However, little efforts have been made to develop a scalable and high-performance scheme for computing the Jaccard Similarity for today's large data sets. To address this issue, we design and implement SimilarityAtScale, the first communicationefficient distributed algorithm for computing the Jaccard Similarity.
After revision:  We design and implement SimilarityAtScale, the first communicationefficient distributed algorithm for computing the Jaccard Similarity.