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.
Eugene Stanley, and Walter Quattrociocchi
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Large-scale analysis of COVID retweets finds factual content linked to rapid follower gains during major events while misleading content shows steadier growth otherwise, with two network models reproducing the patterns.
citing papers explorer
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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.
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Measuring the co-evolution of online engagement with (mis)information and its visibility at scale
Large-scale analysis of COVID retweets finds factual content linked to rapid follower gains during major events while misleading content shows steadier growth otherwise, with two network models reproducing the patterns.