Analysis of Community Notes shows consensus-based auditing induces strategic conformity among minorities, and a stability-weighted aggregation method improves out-of-sample prediction without penalizing disagreement.
Noisy matrix completion: Understanding statistical guarantees for convex relaxation via nonconvex optimization.SIAM journal on optimization, 30(4):3098– 3121, 2020
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Auditing the Auditors: Does Community-based Moderation Get It Right?
Analysis of Community Notes shows consensus-based auditing induces strategic conformity among minorities, and a stability-weighted aggregation method improves out-of-sample prediction without penalizing disagreement.