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First provide a summary of the paper, and then address the following criteria: Quality, clarity, originality and significance. The paper addresses the problem of pairwise classification. The authors propose a two-step algorithm that estimates if two data points belong to the same class. Additional to the method, they provide a theoretical analysis giving a bound for the minimum number of labels for the quality of the estimated labels. The paper is well written.