Med-HALT: Medical Domain Hallucination Test for Large Language Models

Med-HALT: Medical Domain Hallucination Test for Large Language Models

28 July 2023

Logesh Kumar Umapathi

Malaikannan Sankarasubbu

Papers citing "Med-HALT: Medical Domain Hallucination Test for Large Language Models"

15 / 15 papers shown

Title
Hallucinations and Key Information Extraction in Medical Texts: A Comprehensive Assessment of Open-Source Large Language Models Anindya Bijoy Das Shibbir Ahmed Shahnewaz Karim Sakib HILM LM&MA 57 0 0 27 Apr 2025
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching Zhangcheng Qiang Kerry Taylor Weiqing Wang Jing Jiang 52 0 0 25 Mar 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization Catarina G. Belem Pouya Pezeskhpour Hayate Iso Seiji Maekawa Nikita Bhutani Estevam R. Hruschka HILM 73 1 0 17 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Chenyu You HILM 112 16 0 30 Sep 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning Zhecan Wang Garrett Bingham Adams Wei Yu Quoc V. Le Thang Luong Golnaz Ghiasi MLLM LRM 45 9 0 22 Jul 2024
Applications of Generative AI in Healthcare: algorithmic, ethical, legal and societal considerations Onyekachukwu R. Okonji Kamol Yunusov Bonnie Gordon MedIm 43 3 0 15 Jun 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Zou AAML 61 40 0 16 Apr 2024
Hallucination Benchmark in Medical Visual Question Answering Jinge Wu Yunsoo Kim Honghan Wu 25 9 0 11 Jan 2024
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 48 76 0 13 Sep 2023
Gene Set Summarization using Large Language Models marcin p. joachimiak J. H. Caufield N. Harris Hyeongsik Kim Christopher J. Mungall 29 18 0 21 May 2023
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge Yunxiang Li Zihan Li Kai Zhang Ruilong Dan Steven Jiang You Zhang LM&MA AI4MH 125 380 0 24 Mar 2023
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 170 335 0 25 May 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 228 144 0 18 Apr 2021