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Can Community Notes Replace Professional Fact-Checkers?

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arxiv 2502.14132 v2 pith:SUGAJE2N submitted 2025-02-19 cs.CL cs.AI

classification cs.CLcs.AI
keywords fact-checkingcommunitynotesprofessionalsourcesbroadermisinformationmoderation
verification ladder T0 review T1 audit T2 compute T3 formal
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Two commonly employed strategies to combat the rise of misinformation on social media are (i) fact-checking by professional organisations and (ii) community moderation by platform users. Policy changes by Twitter/X and, more recently, Meta, signal a shift away from partnerships with fact-checking organisations and towards an increased reliance on crowdsourced community notes. However, the extent and nature of dependencies between fact-checking and helpful community notes remain unclear. To address these questions, we use language models to annotate a large corpus of Twitter/X community notes with attributes such as topic, cited sources, and whether they refute claims tied to broader misinformation narratives. Our analysis reveals that community notes cite fact-checking sources up to five times more than previously reported. Fact-checking is especially crucial for notes on posts linked to broader narratives, which are twice as likely to reference fact-checking sources compared to other sources. Our results show that successful community moderation relies on professional fact-checking and highlight how citizen and professional fact-checking are deeply intertwined.

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  1. Community Moderation and the New Epistemology of Fact Checking on Social Media

    cs.SI 2025-05 conditional novelty 3.0 of 10

    Community-driven fact-checking is promising and useful, but it cannot fully replace professional fact-checkers; hybrid collaboration is the recommended path.

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