New Study Reveals High Rates of Fabricated and Inaccurate Citations in LLM-Generated Mental Health Research
(Toronto, November 17, 2025) A new study published in the peer-reviewed journal JMIR Mental Health by JMIR Publications highlights a critical risk in the growing use of Large Language Models (LLMs) like GPT-4o by researchers: the frequent fabrication and inaccuracy of bibliographic citations. The findings underscore an urgent need for rigorous human verification and institutional safeguards to protect research integrity, particularly in specialized and less publicly known fields within mental health. Nearly 1 in 5 Citations Fabricated by GPT-4o in Literature Reviews The article, titled “Influence of Topic Familiarity and Prompt Specificity on Citation Fabrication in Mental Health Research Using Large Language Models: Experimental Study,”Read More →