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April 27, 2026AI & SocietyOpen Access

Failed comprehensiveness, successful minimalism: Wikipedia’s 3-year struggle to govern AI-generated content (2022–2025)

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WFWillemien Froneman

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Overview

This article examines AI content governance in Wikipedia, highlighting challenges and minimal solutions by the community.

Key Points

  • The study aims to analyze how Wikipedia's community addressed challenges posed by AI-generated content from 2022 to 2025.
  • Analyzed revision histories and talk page discussions from the Wikipedia community
  • Traced the policy process and documented Attempts at rule formation
  • Reviewed Requests for Comment (RfCs) regarding AI content
  • Two comprehensive policy proposals failed to gain consensus among Wikipedia contributors regarding AI content regulation.
  • The community adopted minimal interventions: a guideline for speedy deletion of un-reviewed AI-generated pages and a rule against creating new articles from scratch.
  • The study identifies a 'comprehensiveness trap' obstructing consensus in governance efforts, indicating that narrower rules are more effective.

Cite This Study

Willemien Froneman (2026) studied this question.

synapsesocial.com/papers/69eefd64fede9185760d405dhttps://doi.org/10.1007/s00146-026-03046-1
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