Abstract:We revisit the fundamental problem of sorting objects using crowdsourced pairwise comparisons. Prior work either treats these comparisons as independent tasks-in which case the resulting judgments may end up being inconsistent, or fails to capture the accuracies of workers, or difficulties of the pairwise comparisons-in which case the resulting judgments may end up being consistent with each other, but ultimately more inaccurate. We adopt a holistic approach that constructs a graph across the set of objects re… Show more
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