Title
Natural Language Generation in Healthcare: A Review of Methods and Applications Mengxian Lyu Xiaohan Li Ziyi Chen Jinqian Pan Cheng Peng Sankalp Talankar Yonghui Wu LM&MA 36 0 0 07 May 2025
High-Fidelity Pseudo-label Generation by Large Language Models for Training Robust Radiology Report Classifiers Brian Wong Kaito Tanaka 20 0 0 03 May 2025
Towards Artificial Intelligence Research Assistant for Expert-Involved Learning Tianyu Liu Simeng Han Xiao Luo H. Wang Pan Lu ... Arman Cohan Hua Xu Mark B. Gerstein James Zou Hongyu Zhao 37 0 0 03 May 2025
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... S. Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 92 0 0 28 Apr 2025
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
KETCHUP: K-Step Return Estimation for Sequential Knowledge Distillation Jiabin Fan Guoqing Luo Michael Bowling Lili Mou OffRL 61 0 0 26 Apr 2025
Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization Wataru Kawakami Keita Suzuki Junichiro Iwasawa LRM 65 0 0 25 Apr 2025
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs Fahmida Liza Piya Rahmatollah Beheshti 34 0 0 23 Apr 2025
An LLM-enabled Multi-Agent Autonomous Mechatronics Design Framework Zeyu Wang Frank P.-W. Lo Qian Chen Yongqi Zhang Chen Lin Xu Chen Zhenhua Yu Alexander J. Thompson Eric M. Yeatman Benny P. L. Lo AI4CE 26 0 0 20 Apr 2025
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 30 0 0 16 Apr 2025
Reconstructing Sepsis Trajectories from Clinical Case Reports using LLMs: the Textual Time Series Corpus for Sepsis Shahriar Noroozizadeh Jeremy C. Weiss 21 1 0 12 Apr 2025
Provable Failure of Language Models in Learning Majority Boolean Logic via Gradient Descent Bo Chen Zhenmei Shi Zhao-quan Song Jiahao Zhang NAI LRM AI4CE 47 1 0 07 Apr 2025
InformGen: An AI Copilot for Accurate and Compliant Clinical Research Consent Document Generation Zifeng Wang Junyi Gao Benjamin P. Danek B. Theodorou Ruba Shaik Shivashankar Thati Seunghyun Won J. Sun 41 0 0 01 Apr 2025
Generalization Bias in Large Language Model Summarization of Scientific Research Uwe Peters Benjamin Chin-Yee ELM 34 0 0 28 Mar 2025
Evidencing Unauthorized Training Data from AI Generated Content using Information Isotopes Qi Tao Yin Jinhua Cai Dongqi Xie Yueqi Wang Huili ... Zhou Zhili Wang Shangguang Lyu Lingjuan Huang Yongfeng Lane Nicholas 33 0 0 24 Mar 2025
Understanding the Effects of RLHF on the Quality and Detectability of LLM-Generated Texts Beining Xu Arkaitz Zubiaga DeLMO 66 0 0 23 Mar 2025
Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval Pengcheng Zhou Yinglun Feng Zhongliang Yang SILM 58 0 0 17 Mar 2025
Medical Large Language Model Benchmarks Should Prioritize Construct Validity Ahmed M. Alaa Thomas Hartvigsen Niloufar Golchini Shiladitya Dutta Frances Dean Inioluwa Deborah Raji Travis Zack AI4MH ELM LM&MA 39 1 0 12 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 82 0 0 07 Mar 2025
TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records Hejie Cui Alyssa Unell Bowen Chen Jason Alan Fries Emily Alsentzer Sanmi Koyejo N. Shah 77 0 0 06 Mar 2025
RiskAgent: Autonomous Medical AI Copilot for Generalist Risk Prediction Fenglin Liu Jinge Wu Hongjian Zhou Xiao Gu Soheila Molaei A. Thakur Lei A. Clifton Honghan Wu David A. Clifton LM&MA 39 0 0 05 Mar 2025
MedEthicEval: Evaluating Large Language Models Based on Chinese Medical Ethics Haoan Jin Jiacheng Shi Hanhui Xu Kenny Q. Zhu Mengyue Wu AILaw ELM LM&MA 103 0 0 04 Mar 2025
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing Juntai Cao Xiang Zhang Raymond Li Chuyuan Li Shafiq R. Joty Giuseppe Carenini 54 1 0 27 Feb 2025
Enhancing Hepatopathy Clinical Trial Efficiency: A Secure, Large Language Model-Powered Pre-Screening Pipeline Xiongbin Gui Hanlin Lv X. Wang Longting Lv Yi Xiao Lei Wang LM&MA 48 0 0 25 Feb 2025
Large Language Models are Powerful EHR Encoders S. Hegselmann Georg von Arnim Tillmann Rheude Noel Kronenberg David Sontag Gerhard Hindricks R. Eils Benjamin Wild LM&MA 49 1 0 24 Feb 2025
Towards Conditioning Clinical Text Generation for User Control Osman Alperen Koras Rabi Bahnan Jens Kleesiek Amin Dada 31 0 0 24 Feb 2025
From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine Lukas Buess Matthias Keicher Nassir Navab Andreas K. Maier Soroosh Tayebi Arasteh LM&MA 110 0 0 13 Feb 2025
OphthBench: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Ophthalmology Chengfeng Zhou Ji Wang Juanjuan Qin Yining Wang Ling Sun Weiwei Dai LM&MA ELM 86 0 0 03 Feb 2025
Survey and Improvement Strategies for Gene Prioritization with Large Language Models Matthew Neeley Guantong Qi Guanchu Wang Ruixiang Tang Dongxue Mao ... Bo Yuan Fan Xia Pengfei Liu Zhandong Liu Xia Hu LM&MA 102 0 0 30 Jan 2025
Towards Explainable Multimodal Depression Recognition for Clinical Interviews Wenjie Zheng Qiming Xie Zengzhi Wang Jianfei Yu Rui Xia 60 0 0 28 Jan 2025
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation Ivan Lopez Fateme Nateghi Haredasht Kaitlin Caoili Jonathan H. Chen Akshay S. Chaudhari MedIm SyDa 56 0 0 28 Jan 2025
Embracing Large Language Models in Traffic Flow Forecasting Yusheng Zhao Xiao Luo Haomin Wen Zhiping Xiao Wei Ju Ming Zhang AI4TS 69 0 0 15 Dec 2024
Foundation Models in Radiology: What, How, When, Why and Why Not Magdalini Paschali Zhihong Chen Louis Blankemeier Maya Varma Alaa Youssef Christian Bluethgen C. Langlotz S. Gatidis Akshay S. Chaudhari LM&MA MedIm AI4CE 86 2 0 27 Nov 2024
RAG-Thief: Scalable Extraction of Private Data from Retrieval-Augmented Generation Applications with Agent-based Attacks Changyue Jiang Xudong Pan Geng Hong Chenfu Bao Min Yang SILM 69 7 0 21 Nov 2024
Empowering Meta-Analysis: Leveraging Large Language Models for Scientific Synthesis Jawad Ibn Ahad Rafeed Mohammad Sultan Abraham Kaikobad Fuad Rahman M. R. Amin Nabeel Mohammed Shafin Rahman 32 0 0 16 Nov 2024
Imagining and building wise machines: The centrality of AI metacognition Samuel G. B. Johnson Amir-Hossein Karimi Yoshua Bengio Nick Chater Tobias Gerstenberg ... Sydney Levine Melanie Mitchell Iyad Rahwan Bernhard Schölkopf Igor Grossmann 32 4 0 04 Nov 2024
The Potential of LLMs in Medical Education: Generating Questions and Answers for Qualification Exams Yunqi Zhu Wen Tang Ying Sun Xuebing Yang Liyang Dou Yifan Gu Yuanyuan Wu Wensheng Zhang Ying Sun Xuebing Yang LM&MA ELM 36 1 0 31 Oct 2024
A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges Z. Wang Hanyin Wang Benjamin P. Danek Ying Li Christina Mack Hoifung Poon Y. Wang Pranav Rajpurkar J. Sun LM&MA 30 1 0 28 Oct 2024
Can Large Language Models Replace Data Scientists in Biomedical Research? Z. Wang Benjamin P. Danek Ziwei Yang Zheng Chen J. Sun ELM LM&MA 34 0 0 28 Oct 2024
GPT-4o System Card OpenAI OpenAI : Aaron Hurst Adam Lerer Adam P. Goucher ... Yuchen He Yuchen Zhang Yujia Jin Yunxing Dai Yury Malkov MLLM 48 13 0 25 Oct 2024
Demystifying Large Language Models for Medicine: A Primer Qiao Jin Nicholas Wan Robert Leaman Shubo Tian Zhizheng Wang ... Chunhua Weng Ronald M. Summers Qingyu Chen Yifan Peng Zhiyong Lu LM&MA 32 3 0 24 Oct 2024
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs Hamed Fayyaz Raphael Poulain Rahmatollah Beheshti 29 1 0 18 Oct 2024
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation Ryotaro Shimizu Takashi Wada Yu Wang Johannes Kruse Sean O'Brien ... Yuya Yoshikawa Yuki Saito Fugee Tsung M. Goto Julian McAuley 14 0 0 17 Oct 2024
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 65 1 0 17 Oct 2024
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration Zixiang Wang Yinghao Zhu Huiya Zhao Xiaochen Zheng Tianlong Wang ... Yasha Wang Ewen M. Harrison Junyi Gao Liantao Ma Liantao Ma 46 1 0 03 Oct 2024
Speculative Coreset Selection for Task-Specific Fine-tuning Xiaoyu Zhang Juan Zhai Shiqing Ma Chao Shen Tianlin Li Weipeng Jiang Yang Liu 30 1 0 02 Oct 2024
Towards Democratization of Subspeciality Medical Expertise Jack W. O'Sullivan Anil Palepu Khaled Saab Wei-Hung Weng Yong Cheng ... S. S. Mahdavi Vivek Natarajan Alan Karthikesalingam Euan Ashley Tao Tu LM&MA AI4MH 26 0 0 01 Oct 2024
Wait, but Tylenol is Acetaminophen... Investigating and Improving Language Models' Ability to Resist Requests for Misinformation Shan Chen Mingye Gao Kuleen Sasse Thomas Hartvigsen Brian Anthony Lizhou Fan Hugo J. W. L. Aerts Jack Gallifant Danielle S. Bitterman LM&MA 23 0 0 30 Sep 2024
Overview of the First Shared Task on Clinical Text Generation: RRG24 and "Discharge Me!" Justin Xu Zhihong Chen Andrew Johnston Louis Blankemeier Maya Varma ... Ankit Modi Robert Lloyd Benjamin Hopkins Curtis Langlotz Jean-Benoit Delbrouck LM&MA 33 25 0 25 Sep 2024
Unlocking Memorization in Large Language Models with Dynamic Soft Prompting Zhepeng Wang Runxue Bao Yawen Wu Jackson Taylor Cao Xiao Feng Zheng Weiwen Jiang Shangqian Gao Yanfu Zhang PILM 31 0 0 20 Sep 2024