A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics

28 January 2025

Papers citing "A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics"

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Title
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance Qihuang Zhong Liang Ding Xiantao Cai Juhua Liu Bo Du Dacheng Tao 15 0 0 21 May 2025
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation Jialun Zhong Yanzeng Li Sen Hu Yang Zhang Teng Xu Lei Zou LM&MA 7 0 0 19 May 2025
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 52 0 0 07 May 2025
The Eye as a Window to Systemic Health: A Survey of Retinal Imaging from Classical Techniques to Oculomics Inamullah Imran Razzak Shoaib Jameel 38 0 0 06 May 2025
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings Alexander Davis Rafael Souza Jia-Hao Lim 157 0 0 03 May 2025
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs Fahmida Liza Piya Rahmatollah Beheshti 136 0 0 23 Apr 2025
Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation Yichao Feng Shuai Zhao Heng Chang Luwei Xiao Xiaobao Wu Anh Tuan Luu RALM 34 0 0 17 Apr 2025
HELIOS: Adaptive Model And Early-Exit Selection for Efficient LLM Inference Serving Avinash Kumar Shashank Nag Jason Clemons L. John Poulami Das 31 0 0 14 Apr 2025
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG Arshia Kermani Veronica Perez-Rosas Vangelis Metsis AI4MH 47 0 0 31 Mar 2025
Advancing Problem-Based Learning in Biomedical Engineering in the Era of Generative AI Micky C. Nnamdi J. Ben Tamo Wenqi Shi M. D. Wang AI4CE 48 0 0 20 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 86 35 0 20 Mar 2025
GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction Jian Zhang Bifan Wei Shihao Qi Haiping Zhu Jun Liu Qika Lin 47 0 0 14 Mar 2025
Attention Reallocation: Towards Zero-cost and Controllable Hallucination Mitigation of MLLMs Chongjun Tu Peng Ye Dongzhan Zhou Lei Bai Gang Yu Tao Chen Wanli Ouyang 66 0 0 13 Mar 2025
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue Corpus Xiaoming Shi Zeming Liu Chenkai Zhang Yiming Lei Haitao Leng ... Qingjie Liu Wanxiang Che Shaoguo Liu Size Li Yanjie Wang 57 1 0 10 Mar 2025
GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images Xiang Lan Feng Wu Kai He Qinghao Zhao Shenda Hong Mengling Feng AI4TS 66 3 0 08 Mar 2025
Representation Engineering for Large-Language Models: Survey and Research Challenges Lukasz Bartoszcze Sarthak Munshi Bryan Sukidi Jennifer Yen Zejia Yang David Williams-King Linh Le Kosi Asuzu Carsten Maple 102 0 0 24 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 Alvarez-Napagao Dario Garcia-Gasulla LM&MA ELM 105 1 0 10 Feb 2025
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models Makoto Shing Kou Misaki Han Bao Sho Yokoi Takuya Akiba VLM 57 1 0 28 Jan 2025
Surveying Attitudinal Alignment Between Large Language Models Vs. Humans Towards 17 Sustainable Development Goals Qingyang Wu Ying Xu Tingsong Xiao Yunze Xiao Yitong Li ... Yichi Zhang Shanghai Zhong Yuwei Zhang Wei Lu Yifan Yang 78 2 0 17 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 61 19 0 31 Dec 2024
A Machine Learning Approach for Emergency Detection in Medical Scenarios Using Large Language Models Ferit Akaybicen Aaron Cummings Lota Iwuagwu Xinyue Zhang Modupe Adewuyi LM&MA 79 0 0 20 Dec 2024
BianCang: A Traditional Chinese Medicine Large Language Model Sibo Wei Xueping Peng Yi-Fei Wang Jiasheng Si Weiyu Zhang Wenpeng Lu Xiaoming Wu Yinglong Wang LM&MA 37 3 0 17 Nov 2024
How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? Kenza Benkirane Jackie Kay Maria Perez-Ortiz 33 0 0 21 Oct 2024
PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning Tingchen Fu Mrinank Sharma Philip Torr Shay B. Cohen David M. Krueger Fazl Barez AAML 55 7 0 11 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 76 7 0 10 Oct 2024
Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models Bozhou Li Hao Liang Yang Li Fangcheng Fu Hongzhi Yin Conghui He Wentao Zhang KELM CLL 50 0 0 08 Oct 2024
The Role of Language Models in Modern Healthcare: A Comprehensive Review Amna Khalid Ayma Khalid Umar Khalid LM&MA 31 0 0 25 Sep 2024
Towards Accountable AI-Assisted Eye Disease Diagnosis: Workflow Design, External Validation, and Continual Learning Qingyu Chen T. Keenan Elvira Agrón Alexis Allot Emily Guan ... Ching-Yu Cheng Emily Y Chew Michelle R. Hribar Michael F. Chiang Zhiyong Lu 21 2 0 23 Sep 2024
COMFORT: A Continual Fine-Tuning Framework for Foundation Models Targeted at Consumer Healthcare Chia-Hao Li N. Jha 23 1 0 14 Sep 2024
From Text to Multimodality: Exploring the Evolution and Impact of Large Language Models in Medical Practice Qian Niu Keyu Chen Ming Li Pohsun Feng Ziqian Bi ... Junyu Liu Benji Peng Tianyang Wang Yunze Wang Silin Chen LM&MA 38 5 0 14 Sep 2024
Eir: Thai Medical Large Language Models Yutthakorn Thiprak Rungtam Ngodngamthaweesuk Songtam Ngodngamtaweesuk LM&MA ELM 49 0 0 13 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 23 0 10 Sep 2024
Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive Survey Qika Lin Yifan Zhu Xin Mei Ling Huang Jingying Ma Kai He Zhen Peng Min Zhang Mengling Feng 46 19 0 23 Aug 2024
Blockchain for Large Language Model Security and Safety: A Holistic Survey Caleb Geren Amanda Board Gaby G. Dagher Tim Andersen Jun Zhuang 51 6 0 26 Jul 2024
ClinicRealm: Re-evaluating Large Language Models with Conventional Machine Learning for Non-Generative Clinical Prediction Tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng ... Yasha Wang Lequan Yu Chengwei Pan Ewen M. Harrison Liantao Ma AI4MH ELM LM&MA 66 2 0 26 Jul 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 42 43 0 09 Jul 2024
A Survey on Trustworthiness in Foundation Models for Medical Image Analysis Congzhen Shi Ryan Rezai Jiaxi Yang Qi Dou Xiaoxiao Li MedIm 39 4 0 03 Jul 2024
Evaluation of Language Models in the Medical Context Under Resource-Constrained Settings Andrea Posada Daniel Rueckert Felix Meissen Philip Muller LM&MA ELM 37 0 0 24 Jun 2024
Evaluating the Effectiveness of the Foundational Models for Q&A Classification in Mental Health care Hassan Alhuzali Ashwag Alasmari AI4MH 31 2 0 23 Jun 2024
Geneverse: A collection of Open-source Multimodal Large Language Models for Genomic and Proteomic Research Tianyu Liu Yijia Xiao Xiao Luo Hua Xu W. Zheng Hongyu Zhao 42 3 0 21 Jun 2024
ACR: A Benchmark for Automatic Cohort Retrieval Dung Ngoc Thai Victor Ardulov Jose Ulises Mena Simran Tiwari Gleb Erofeev R. Eskander Karim Tarabishy Ravi B Parikh Wael Salloum 74 0 0 20 Jun 2024
WellDunn: On the Robustness and Explainability of Language Models and Large Language Models in Identifying Wellness Dimensions Seyedali Mohammadi Edward Raff Jinendra Malekar Vedant Palit Francis Ferraro Manas Gaur AI4MH 57 1 0 17 Jun 2024
Incentivizing Quality Text Generation via Statistical Contracts Eden Saig Ohad Einav Inbal Talgam-Cohen 33 2 0 17 Jun 2024
A Survey on Large Language Models from General Purpose to Medical Applications: Datasets, Methodologies, and Evaluations Jinqiang Wang Huansheng Ning Yi Peng Qikai Wei Daniel Tesfai Wenwei Mao Tao Zhu Runhe Huang LM&MA AI4MH ELM 49 5 0 14 Jun 2024
Large Language Models Memorize Sensor Datasets! Implications on Human Activity Recognition Research H. Haresamudram Hrudhai Rajasekhar Nikhil Murlidhar Shanbhogue Thomas Ploetz 37 1 0 09 Jun 2024
A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions Lei Liu Xiaoyan Yang Junchi Lei Xiaoyang Liu Yue Shen ... Peng Wei Jinjie Gu Zhixuan Chu Zhan Qin Kui Ren LM&MA AILaw 46 14 0 06 Jun 2024
Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models Meftahul Ferdaus Mahdi Abdelguerfi Elias Ioup Kendall N. Niles Ken Pathak Steve Sloan 39 12 0 01 Jun 2024
Augmented Risk Prediction for the Onset of Alzheimer's Disease from Electronic Health Records with Large Language Models Jiankun Wang Sumyeong Ahn Taykhoom Dalal Xiaodan Zhang Weishen Pan Qiannan Zhang Bin Chen H. H. Dodge Fei Wang Jiayu Zhou LM&MA 31 1 0 26 May 2024
WordGame: Efficient & Effective LLM Jailbreak via Simultaneous Obfuscation in Query and Response Tianrong Zhang Bochuan Cao Yuanpu Cao Lu Lin Prasenjit Mitra Jinghui Chen AAML 45 10 0 22 May 2024
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 60 10 0 22 May 2024