LLM Surveys & Hallucinations

A Survey on Hallucination in Large Language Models: Definitions, Detection, and Mitigation

Seyed Mahmoud Sajjadi Mohammadabadi, Burak Cem Kara, Can Eyupoglu, Oktay Karakus
Preprints.org • 2026 7+ Citations | Detection & Mitigation Taxonomy

Abstract

Comprehensive benchmark synthesizing the theoretical causes of factual hallucinations in LLMs. Unpacks internal activation entropy probing, retrieval-augmented grounding (RAG), self-consistency cross-examination, and decoding-time probability calibration mechanisms.

BibTeX Citation

@article{sajjadi2026hallucination,
  title     = {A Survey on Hallucination in Large Language Models: Definitions, Detection, and Mitigation},
  author    = {Sajjadi Mohammadabadi, Seyed Mahmoud and Kara, Burak Cem and Eyupoglu, Can and Karakus, Oktay},
  journal   = {Preprints},
  year      = {2026},
  doi       = {10.20944/preprints202510.0000.v1}
}

Author Profile

🧠

Seyed Mahmoud Sajjadi Mohammadabadi, Ph.D.

AI Systems Researcher • University of Nevada, Reno • Connected Future Labs

Google Scholar (430+ Citations) • LinkedIn • GitHub (@mahmoudsajjadi) • ORCID

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