Large Language Models are Few-Shot Clinical Information Extractors

25 May 2022

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

43 / 43 papers shown

Title
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... Shri Kiran Srinivasan Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 92 0 0 28 Apr 2025
Can Frontier LLMs Replace Annotators in Biomedical Text Mining? Analyzing Challenges and Exploring Solutions Yichong Zhao Susumu Goto 65 0 0 05 Mar 2025
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework Reza Averly Xia Ning 113 1 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 83 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 Erik Cambria LM&MA AILaw 93 154 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 69 14 0 28 Jan 2025
Can LLMs be Good Graph Judge for Knowledge Graph Construction? Haoyu Huang Cheng Chen Conghui He Yang Li Jiawei Jiang 81 1 0 26 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 43 0 0 01 Nov 2024
MedINST: Meta Dataset of Biomedical Instructions Wenhan Han Meng Fang Zihan Zhang Yu Yin Zirui Song Ling-Hao Chen Mykola Pechenizkiy Qingyu Chen LM&MA 33 1 0 17 Oct 2024
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 46 1 0 02 Oct 2024
GAMedX: Generative AI-based Medical Entity Data Extractor Using Large Language Models Mohammed-Khalil Ghali Abdelrahman Farrag Hajar Sakai Hicham El Baz Yu Jin Sarah Lam LM&MA MedIm 40 8 0 31 May 2024
Theoretical Analysis of Weak-to-Strong Generalization Hunter Lang David Sontag Aravindan Vijayaraghavan 25 20 0 25 May 2024
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model Seonhee Cho Choonghan Kim Jiho Lee Chetan Chilkunda Sujin Choi Joo Heung Yoon 53 0 0 29 Apr 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 35 7 0 27 Apr 2024
Extracting Social Determinants of Health from Pediatric Patient Notes Using Large Language Models: Novel Corpus and Methods Yujuan Fu Giridhar Kaushik Ramachandran Nicholas J. Dobbins Namu Park Michael Leu Abby R. Rosenberg K. Lybarger Fei Xia Özlem Uzuner Meliha Yetisgen 46 5 0 31 Mar 2024
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study ZHAOYUE SUN Gabriele Pergola Byron C. Wallace Yulan He LM&MA 37 13 0 24 Feb 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 33 6 0 25 Jan 2024
Large Language Models as Zero-Shot Keyphrase Extractors: A Preliminary Empirical Study Mingyang Song Xuelian Geng Songfang Yao Shilong Lu Yi Feng Liping Jing 32 6 0 23 Dec 2023
HyperPIE: Hyperparameter Information Extraction from Scientific Publications T. Saier Mayumi Ohta Takuto Asakura Michael Färber 19 4 0 17 Dec 2023
Surpassing GPT-4 Medical Coding with a Two-Stage Approach Zhichao Yang S. S. Batra Joel Stremmel Eran Halperin ELM 29 5 0 22 Nov 2023
Can Large Language Models Follow Concept Annotation Guidelines? A Case Study on Scientific and Financial Domains Marcio Fonseca Shay B. Cohen ALM 24 6 0 15 Nov 2023
CPLLM: Clinical Prediction with Large Language Models Ofir Ben Shoham Nadav Rappoport LM&MA 34 24 0 20 Sep 2023
Zero-shot Learning with Minimum Instruction to Extract Social Determinants and Family History from Clinical Notes using GPT Model Neel Jitesh Bhate Ansh Mittal Zhe He Xiao Luo 29 12 0 11 Sep 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Xiaozhong Liu 78 31 0 27 Aug 2023
Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data Xuhai Xu Bingsheng Yao Yu Dong Saadia Gabriel Hongfeng Yu James A. Hendler Marzyeh Ghassemi A. Dey Dakuo Wang LM&MA CLL AI4MH 48 64 0 26 Jul 2023
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text Zhun Yang Adam Ishay Joohyung Lee LRM ELM 33 51 0 15 Jul 2023
PULSAR at MEDIQA-Sum 2023: Large Language Models Augmented by Synthetic Dialogue Convert Patient Dialogues to Medical Records Viktor Schlegel Hao Li Yuping Wu Anand Subramanian Thanh-Tung Nguyen ... Daniel Beck Xiaojun Zeng R. Batista-Navarro Stefan Winkler Goran Nenadic LM&MA MedIm 24 9 0 05 Jul 2023
Identifying and Extracting Rare Disease Phenotypes with Large Language Models Cathy Shyr Yan Hu P. Harris Hua Xu LM&MA AI4MH 26 24 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 25 2 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 39 82 0 19 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 47 69 0 19 Apr 2023
The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs Michael Wornow Yizhe Xu Rahul Thapa Birju S. Patel E. Steinberg Scott L. Fleming M. Pfeffer Jason Alan Fries N. Shah LM&MA 28 32 0 22 Mar 2023
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes Vahan Arsenyan Spartak Bughdaryan Fadi Shaya Kent Small Davit Shahnazaryan 35 10 0 29 Jan 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 55 211 0 19 Oct 2022
Localization supervision of chest x-ray classifiers using label-specific eye-tracking annotation Ricardo Bigolin Lanfredi Joyce D. Schroeder Tolga Tasdizen 21 2 0 20 Jul 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 120 136 0 22 May 2022
What GPT Knows About Who is Who Xiaohan Yang Eduardo Peynetti Vasco Meerman Christy Tanner 136 13 0 16 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 319 11,953 0 04 Mar 2022
Co-training Improves Prompt-based Learning for Large Language Models Hunter Lang Monica Agrawal Yoon Kim David Sontag VLM LRM 169 39 0 02 Feb 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,657 0 15 Oct 2021
On Generalization in Coreference Resolution Shubham Toshniwal Patrick Xia Sam Wiseman Karen Livescu Kevin Gimpel 118 36 0 20 Sep 2021
Stanza: A Python Natural Language Processing Toolkit for Many Human Languages Peng Qi Yuhao Zhang Yuhui Zhang Jason Bolton Christopher D. Manning AI4TS 213 1,654 0 16 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020