PulseAugur
EN
LIVE 21:23:09

AI hallucinations create correlated author ensembles for fake citations

Researchers have found that when AI language models hallucinate citations, the fabricated author names are not random. Instead, these models generate correlated ensembles of co-authors whose co-occurrence rates are higher than chance and consistent across generations. These fabricated records, which include non-existent journals and backdated publication dates, are assigned real DOIs, allowing them to be ingested by scholarly aggregators. AI

IMPACT Reveals systematic patterns in AI-generated fake citations, potentially impacting scholarly integrity and AI detection methods.

RANK_REASON The cluster describes findings from a research paper about AI hallucination patterns. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Mastodon — fosstodon.org →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI hallucinations create correlated author ensembles for fake citations

COVERAGE [1]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    When # AI tools hallucinate citations, their made-up author names are not random. "We show that # LLMs do not merely default to high-probability individual name

    When # AI tools hallucinate citations, their made-up author names are not random. "We show that # LLMs do not merely default to high-probability individual names when generating fictional experts: they produce correlated character ensembles, pairs and trios [of co-authors] whose …