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Selective divergence between Grokipedia and Wikipedia articles

Research output: Contribution to journalArticlepeer-review

Abstract

The launch of Grokipedia, an AI-generated encyclopedia developed by xAI, was presented as a response to perceived ideological and structural biases in Wikipedia, with the goal of producing more “truthful” entries using the Grok large language model. However, whether such an AI-driven alternative can systematically correct the biases and limitations of human-edited platforms remains unclear. Here we conduct a large-scale computational comparison of 17,790 matched article pairs drawn from the 20,000 most-edited English Wikipedia pages. We find that Grokipedia pages are longer, more syntactically complex, and contain fewer references per word. Similarity measures across the two platforms reveal a bimodal structure: many Grokipedia articles closely resemble their Wikipedia counterparts, while a considerable subset diverges. Political bias differences emerge primarily within the divergent subset, where Grokipedia shows a relative rightward shift in the ideological orientation of frequently cited news media sources, particularly in articles related to religion and history. These patterns indicate selective, topic-specific divergence rather than a uniform debiasing of Wikipedia content. More broadly, AI-generated encyclopedias may depart from established editorial norms by favoring narrative expansion over citation-based verification, raising questions about transparency, provenance, and the governance of knowledge in automated information systems.

Original languageEnglish
Article numbere2603294123
JournalProceedings of the National Academy of Sciences of the United States of America
Volume123
Issue number20
DOIs
Publication statusPublished - 19 May 2026
Externally publishedYes

Keywords

  • content analysis
  • Grokipedia
  • large language models
  • political bias
  • Wkipedia

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