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Large Language Models are Few-Shot Clinical Information Extractors

25 May 2022

Papers citing "Large Language Models are Few-Shot Clinical Information Extractors"

42 / 42 papers shown

Title
Scalable Medication Extraction and Discontinuation Identification from Electronic Health Records Using Large Language Models Chong Shao Douglas Snyder Chiran Li Bowen Gu Kerry Ngan Chun-Ting Yang Jiageng Wu R. Wyss K. J. Lin Jie Yang 20 0 0 10 Jun 2025
Adaptable Cardiovascular Disease Risk Prediction from Heterogeneous Data using Large Language Models Frederike Lübeck J. Wildberger Frederik Trauble Maximilian Mordig Sergios Gatidis Andreas Krause Bernhard Scholkopf 45 0 0 30 May 2025
CaseReportBench: An LLM Benchmark Dataset for Dense Information Extraction in Clinical Case Reports Xiao Yu Cindy Zhang Carlos R. Ferreira Francis Rossignol Raymond T. Ng Wyeth Wasserman Jian Zhu 23 0 0 22 May 2025
Diagnosing our datasets: How does my language model learn clinical information? Furong Jia David Sontag Monica Agrawal LM&MA 212 1 0 21 May 2025
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... Siyang Song Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 196 2 0 28 Apr 2025
Automated Construction of a Knowledge Graph of Nuclear Fusion Energy for Effective Elicitation and Retrieval of Information A. Loreti K. Chen R. George R. Firth A. Agnello S. Tanaka 108 0 0 10 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Zhongfu Chen Zhaochun Ren Maarten de Rijke 262 0 0 05 Apr 2025
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions Yichong Zhao Susumu Goto 117 0 0 05 Mar 2025
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework Reza Averly Xia Ning 183 2 0 21 Feb 2025
Evaluating Large Language Models for Public Health Classification and Extraction Tasks Joshua Harris Timothy Laurence Leo Loman Fan Grayson Toby Nonnenmacher ... Hamish Mohammed Thomas Finnie Luke Hounsome Michael Borowitz Steven Riley LM&MA AI4MH 150 5 0 20 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 232 177 0 28 Jan 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 163 17 0 28 Jan 2025
Clinical Insights: A Comprehensive Review of Language Models in Medicine Nikita Neveditsin Pawan Lingras V. Mago LM&MA 127 5 0 08 Jan 2025
Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models? Yan Hu X. Zuo Yujia Zhou Xueqing Peng J. Huang ... Ruey-Ling Weng Qingyu Chen Xiaoqian Jiang Kirk Roberts Hua Xu LM&MA 75 7 0 08 Jan 2025
Knowledge-Driven Feature Selection and Engineering for Genotype Data with Large Language Models Joseph Lee Shu Yang Jae Young Baik Xiaoxi Liu Zhen Tan ... Zixuan Wen Bojian Hou D. Duong-Tran Tianlong Chen Li Shen 149 2 0 02 Oct 2024
A Survey of Useful LLM Evaluation Ji-Lun Peng Sijia Cheng Egil Diau Yung-Yu Shih Po-Heng Chen Yen-Ting Lin Yun-Nung Chen LLMAG ELM 88 16 0 03 Jun 2024
Prompt engineering paradigms for medical applications: scoping review and recommendations for better practices Jamil Zaghir Marco Naguib Mina Bjelogrlic Aurélie Névéol Xavier Tannier Christian Lovis AI4CE LM&MA 83 6 0 02 May 2024
Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors Guozheng Li Peng Wang Jiajun Liu Yikai Guo Ke Ji Ziyu Shang Zijie Xu LRM 100 10 0 27 Apr 2024
General surgery vision transformer: A video pre-trained foundation model for general surgery Samuel Schmidgall Ji Woong Kim Jeffery Jopling Axel Krieger ViT MedIm 105 8 0 09 Mar 2024
A comparative study of zero-shot inference with large language models and supervised modeling in breast cancer pathology classification Madhumita Sushil T. Zack Divneet Mandair Zhiwei Zheng Ahmed Wali Yan-Ning Yu Yuwei Quan A. Butte 95 7 0 25 Jan 2024
A Framework to Implement 1+N Multi-task Fine-tuning Pattern in LLMs Using the CGC-LORA Algorithm Chao Song Zhihao Ye Qiqiang Lin Qiuying Peng Jun Wang 109 0 0 22 Jan 2024
An Eye on Clinical BERT: Investigating Language Model Generalization for Diabetic Eye Disease Phenotyping Keith Harrigian Tina Tang Anthony Gonzales Cindy X. Cai Mark Dredze VLM 70 2 0 15 Nov 2023
LLMaAA: Making Large Language Models as Active Annotators Ruoyu Zhang Yanzeng Li Yongliang Ma Ming Zhou Lei Zou 109 74 0 30 Oct 2023
Automated clinical coding using off-the-shelf large language models Joseph S. Boyle Antanas Kascenas Pat Lok Maria Liakata Alison Q. OÑeil 100 7 0 10 Oct 2023
A Survey of GPT-3 Family Large Language Models Including ChatGPT and GPT-4 Katikapalli Subramanyam Kalyan LM&MA AI4CE LRM AILaw ELM 131 248 0 04 Oct 2023
An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models Yusheng Liao Yutong Meng Hongcheng Liu Yanfeng Wang Yu Wang LM&MA ELM 73 9 0 05 Sep 2023
Zero-shot information extraction from radiological reports using ChatGPT D. Hu Bing Liu Xiaofeng Zhu Xudong Lu Nan Wu LM&MA MedIm 78 52 0 04 Sep 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Jing Liu 280 31 0 27 Aug 2023
Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification Neel Guha Mayee F. Chen Kush S. Bhatia Azalia Mirhoseini Frederic Sala Christopher Ré 78 4 0 20 Jul 2023
Distilling Large Language Models for Biomedical Knowledge Extraction: A Case Study on Adverse Drug Events Yu Gu Sheng Zhang Naoto Usuyama Yonas G. Woldesenbet Cliff Wong ... Mu-Hsin Wei Naveen Valluri Erika Strandberg Tristan Naumann Hoifung Poon LM&MA AI4MH 52 19 0 12 Jul 2023
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction S. Carta Alessandro Giuliani L. piano Alessandro Sebastian Podda Livio Pompianu Sandro Gabriele Tiddia 98 36 0 03 Jul 2023
Identifying and Extracting Rare Disease Phenotypes with Large Language Models Cathy Shyr Yan Hu P. Harris Hua Xu LM&MA AI4MH 75 26 0 22 Jun 2023
Good Data, Large Data, or No Data? Comparing Three Approaches in Developing Research Aspect Classifiers for Biomedical Papers S. Chandrasekhar Huang Chieh-Yang Ting-Hao 'Kenneth' Huang 68 2 0 07 Jun 2023
A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises Hejie Cui Jiaying Lu Shiyu Wang Shiyu Wang Wenjing Ma ... Fei Wang Carl Yang Mengdi Huai Fei Wang Carl Yang 133 12 0 07 Jun 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 132 96 0 19 May 2023
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors Peng Li Tianxiang Sun Qiong Tang Hang Yan Yuanbin Wu Xuanjing Huang Technology SyDa 80 77 0 09 May 2023
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes Simran Arora Brandon Yang Sabri Eyuboglu A. Narayan Andrew Hojel Immanuel Trummer Christopher Ré SyDa 137 85 0 19 Apr 2023
Improving Patient Pre-screening for Clinical Trials: Assisting Physicians with Large Language Models D. Hamer P. Schoor T. Polak Daniel Kapitan LRM LM&MA 66 15 0 14 Apr 2023
DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4 Zheng-Long Liu Yue Huang Xiao-Xing Yu Lu Zhang Zihao Wu ... Dinggang Shen Quanzheng Li Tianming Liu Dajiang Zhu Xiang Li LM&MA MedIm 129 178 0 20 Mar 2023
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 135 235 0 19 Oct 2022
gBuilder: A Scalable Knowledge Graph Construction System for Unstructured Corpus Yanzeng Li Lei Zou 62 5 0 20 Aug 2022
Localization supervision of chest x-ray classifiers using label-specific eye-tracking annotation Ricardo Bigolin Lanfredi Joyce D. Schroeder Tolga Tasdizen 63 3 0 20 Jul 2022