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X changes its crowdsourced fact-checking Community Notes feature to show contributors other note proposals and see other viewpoints before they submit a rating

Sarah Perez / TechCrunch : X: @communitynotes X: @communitynotes : When rating a note, it's important that contributors have as much helpful information available as possible. Starting today, when contributors tap “Rate it” on a note, they'll be taken to a page listing all note proposals, instead of just the note they're looking at. This way,... [image]

TechCrunch Sarah Perez

Context & Ripple Effects

Community Notes had already added a contributor-quality gate: writers needed sufficient rating impact before submitting notes. This update changes the next stage of that workflow by letting raters compare competing proposals rather than judging one in isolation.

The change is an early step in a broader effort to refine how community judgment is collected and surfaced. Later coverage points to faster note scoring and experiments around areas of cross-viewpoint agreement, making proposal comparison a meaningful input to the system’s deliberation layer.

First-order effects

  • Contributors rating a note now see the full set of proposed notes, giving them immediate context on alternative explanations or corrections before they register a judgment.
  • X changes the rating interface from a single-proposal review flow to a comparative one, potentially making ratings reflect relative usefulness as well as an individual note’s merits.

Second-order effects

  • Note authors may face stronger pressure to produce distinct, well-supported proposals, since raters can evaluate alternatives side by side rather than encountering each in isolation.
  • The comparison flow gives X richer signals about which formulations attract support across competing proposals, supporting later changes to scoring and note selection.

Third-order effects

  • If comparative review improves agreement quality, Community Notes can evolve from a simple crowd-rating tool into a structured deliberation system that combines contributor eligibility, competing claims, and consensus signals.
  • The approach also exposes a core trade-off for platform-run fact checking: more context can improve judgments, but additional review complexity may affect participation and speed.

The trend: Crowdsourced moderation is moving toward multi-stage systems that use contributor reputation, comparative evaluation, and consensus signals to make community judgments more usable at platform scale.