mlsanityData to 14 Oct 2026

How unique are hallucinated citations offered by generative Artificial Intelligence models?

arXiv 2604.16407 ↗First posted 31 Mar 2026cs.DL cs.AIcited by 0

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Abstract (arXiv)

This paper investigates how generative AI produces and propagates hallucinated academic references, focusing on the recurring non-existent citation 'Education Governance and Datafication' attributed to Ben Williamson and Nelli Piattoeva. Drawing on 137 accessible source papers identified through Google Scholar and Google searches, the study analyses the structure, recurrence, and onward citation of this phantom reference. It shows that hallucinated citations are not random inventions but patterned recombinations of real authors, journals, dates, and keywords, with duplication occurring in nearly 30% of cases. The paper also reports a structured interrogation of ChatGPT 5-mini about how it generates citations and finds that, absent verification, the model reconstructs plausible references from learned patterns rather than factual recall. Finally, ten AI-generated essays on datafication and school governance were examined: while most references were genuine or partly accurate, 9.2% remained hallucinated, including an exact match to the most common phantom citation. The findings highlight ongoing risks to academic integrity and show that web-enabled AI still does not fully eliminate fabricated references.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 150 references that are in the map. First posted on arXiv 31 Mar 2026.

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References · 4

  1. 2026HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL Conferencescited by 19
  2. 2026GhostCite: A Large-Scale Analysis of Citation Validity in the Age of Large Language Modelscited by 11
  3. 2025Delving into: the quantification of Ai-generated content on the internet (synthetic data)cited by 10
  4. 2025A Meta-Analysis of LLM Effects on Students across Qualification, Socialisation, and Subjectificationcited by 2

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