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Here are the size distributions of retrieved actives of Cosine, Fossum, Pearson and Stiles. We see that they almost overlap completely at small and large query sizes. In particular, Cosine is overlap with Fosuum at any given query size and Pearson is overlap with Stiles at any given query size.