Creating Trustworthy LLMs: Dealing with Hallucinations in Healthcare AI

26 September 2023

Muhammad Aurangzeb Ahmad

Papers citing "Creating Trustworthy LLMs: Dealing with Hallucinations in Healthcare AI"

22 / 22 papers shown

Title
A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination Zhaoyi Sun Wen-wai Yim Özlem Uzuner Fei Xia Meliha Yetisgen 35 0 0 16 Apr 2025
Self-Memory Alignment: Mitigating Factual Hallucinations with Generalized Improvement Siyuan Zhang Y. Zhang Yinpeng Dong Hang Su HILM KELM 130 0 0 26 Feb 2025
Automatic Evaluation of Healthcare LLMs Beyond Question-Answering Anna Arias-Duart Pablo A. Martin-Torres Daniel Hinjos Pablo Bernabeu Perez Lucia Urcelay-Ganzabal Marta Gonzalez-Mallo Ashwin Kumar Gururajan Enrique Lopez-Cuena Sergio Álvarez Napagao Dario Garcia-Gasulla LM&MA ELM 100 1 0 10 Feb 2025
Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning R. Krishnan Piyush Khanna Omesh Tickoo HILM 69 1 0 03 Dec 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations Aryo Pradipta Gema Chen Jin Ahmed Abdulaal Tom Diethe Philip Teare Beatrice Alex Pasquale Minervini Amrutha Saseendran 26 5 0 24 Oct 2024
DAMRO: Dive into the Attention Mechanism of LVLM to Reduce Object Hallucination Xuan Gong Tianshi Ming Xinpeng Wang Zhihua Wei MLLM 42 10 0 06 Oct 2024
Comparing Criteria Development Across Domain Experts, Lay Users, and Models in Large Language Model Evaluation Annalisa Szymanski Simret Araya Gebreegziabher Oghenemaro Anuyah Ronald A Metoyer T. Li ALM ELM 32 6 0 02 Oct 2024
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data Felix J. Dorfner Amin Dada Felix Busch Marcus R. Makowski T. Han ... Jens Kleesiek Madhumita Sushil Jacqueline Lammert Lisa Christine Adams Keno K. Bressem ELM AI4MH LM&MA 37 4 0 25 Aug 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 26 3 0 25 Aug 2024
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation Liwen Sun James Zhao Megan Han Chenyan Xiong MedIm 45 7 0 21 Jul 2024
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization Aniket Deroy Kripabandhu Ghosh Saptarshi Ghosh ELM AILaw 34 16 0 06 Jul 2024
A Survey on Trustworthiness in Foundation Models for Medical Image Analysis Congzhen Shi Ryan Rezai Jiaxi Yang Qi Dou Xiaoxiao Li MedIm 29 4 0 03 Jul 2024
Applications of Generative AI in Healthcare: algorithmic, ethical, legal and societal considerations Onyekachukwu R. Okonji Kamol Yunusov Bonnie Gordon MedIm 39 3 0 15 Jun 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Y. Zou AAML 53 39 0 16 Apr 2024
Exploring Autonomous Agents through the Lens of Large Language Models: A Review Saikat Barua LM&MA LLMAG 25 15 0 05 Apr 2024
Effects of Different Prompts on the Quality of GPT-4 Responses to Dementia Care Questions Zhuochun Li Bo Xie Robin Hilsabeck Alyssa Aguirre Ning Zou Zhimeng Luo Daqing He 36 0 0 05 Apr 2024
Large Language Models in Biomedical and Health Informatics: A Bibliometric Review Huizi Yu Lizhou Fan Lingyao Li Jiayan Zhou Zihui Ma ... Sijia He Mingyu Jin Yongfeng Zhang Ashvin Gandhi Xin Ma LM&MA 32 11 0 24 Mar 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 36 1 0 08 Mar 2024
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability Junda Wang Zhichao Yang Zonghai Yao Hong-ye Yu BDL AI4MH LRM 35 30 0 27 Feb 2024
How well do LLMs cite relevant medical references? An evaluation framework and analyses Kevin Wu Eric Wu Ally Cassasola Angela Zhang Kevin Wei Teresa Nguyen Sith Riantawan Patricia Shi Riantawan Daniel E. Ho James Y. Zou LM&MA ELM AI4MH 17 23 0 03 Feb 2024
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 150 390 0 15 Mar 2023
An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks Yuxiang Wu Yu Zhao Baotian Hu Pasquale Minervini Pontus Stenetorp Sebastian Riedel RALM KELM 43 43 0 30 Oct 2022