Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction

28 January 2025

Papers citing "Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction"

35 / 35 papers shown

Title
DDO: Dual-Decision Optimization via Multi-Agent Collaboration for LLM-Based Medical Consultation Zhihao Jia Mingyi Jia Junwen Duan Jianxin Wang 36 0 0 24 May 2025
RuCCoD: Towards Automated ICD Coding in Russian A. Nesterov Andrey Sakhovskiy Ivan Sviridov Airat Valiev Vladimir Makharev Petr Anokhin Galina Zubkova E. Tutubalina 134 0 0 28 Feb 2025
CLIMB: A Benchmark of Clinical Bias in Large Language Models Yubo Zhang Shudi Hou Mingyu Derek Ma Wei Wang Muhao Chen Jieyu Zhao ELM 65 4 0 07 Jul 2024
BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains Yanis Labrak Adrien Bazoge Emmanuel Morin P. Gourraud Mickael Rouvier Richard Dufour 174 223 0 15 Feb 2024
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 65 6 0 16 Dec 2023
Hierarchical Pretraining on Multimodal Electronic Health Records Xiaochen Wang Junyu Luo Jiaqi Wang Ziyi Yin Suhan Cui Yuan Zhong Yaqing Wang Fenglong Ma 83 7 0 11 Oct 2023
DRG-LLaMA : Tuning LLaMA Model to Predict Diagnosis-related Group for Hospitalized Patients Hanyin Wang Chufan Gao Christopher Dantona Bryan Hull Jimeng Sun LM&MA 56 70 0 22 Sep 2023
CPLLM: Clinical Prediction with Large Language Models Ofir Ben Shoham Nadav Rappoport LM&MA 71 28 0 20 Sep 2023
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models Michael Wornow Rahul Thapa E. Steinberg Jason Alan Fries N. Shah VLM OOD AI4MH 99 48 0 05 Jul 2023
A Transformer-based representation-learning model with unified processing of multimodal input for clinical diagnostics Hong-Yu Zhou Yizhou Yu Chengdi Wang Shu Zhen Zhang Yuanxu Gao Jia Pan Jun Shao Guangming Lu Kang Zhang Weimin Li MedIm 91 165 0 01 Jun 2023
STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models Mingyu Derek Ma Xiaoxu Wang Po-Nien Kung P. Brantingham Nanyun Peng Wei Wang SyDa 75 5 0 24 May 2023
PMC-LLaMA: Towards Building Open-source Language Models for Medicine Chaoyi Wu Weixiong Lin Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie LM&MA AI4MH 149 80 0 27 Apr 2023
ExBEHRT: Extended Transformer for Electronic Health Records to Predict Disease Subtypes & Progressions M. Rupp Oriane Peter T. Pattipaka 49 11 0 22 Mar 2023
MOTOR: A Time-To-Event Foundation Model For Structured Medical Records E. Steinberg Jason Alan Fries Yizhe Xu N. Shah OOD AI4TS 118 19 0 09 Jan 2023
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? Lyne Tchapmi Mingyu Derek Ma Muhao Chen 72 23 0 21 Dec 2022
DICE: Data-Efficient Clinical Event Extraction with Generative Models Mingyu Derek Ma Alex S. Taylor Wei Wang Nanyun Peng MedIm 60 28 0 16 Aug 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 888 13,207 0 04 Mar 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 113 33 0 25 Jan 2022
Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs Chang Lu Tian Han Yue Ning 75 43 0 09 Dec 2021
CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks Chao Pang Xinzhuo Jiang Krishna S. Kalluri M. Spotnitz Ruijun Chen A. Perotte Karthik Natarajan OOD 44 65 0 10 Nov 2021
HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning Mingyu Derek Ma Muhao Chen Te-Lin Wu Nanyun Peng 80 26 0 22 Sep 2021
Time Series Prediction using Deep Learning Methods in Healthcare M. Morid O. R. Sheng Josef A. Dunbar OOD AI4TS 67 118 0 30 Aug 2021
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records Yikuan Li M. Mamouei G. Salimi-Khorshidi Shishir Rao A. Hassaine D. Canoy Thomas Lukasiewicz K. Rahimi 82 81 0 21 Jun 2021
Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare Chang Lu Chandan K. Reddy Prithwish Chakraborty Samantha Kleinberg Yue Ning 61 62 0 16 May 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 182 205 0 16 Feb 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 892 42,463 0 28 May 2020
Med-BERT: pre-trained contextualized embeddings on large-scale structured electronic health records for disease prediction L. Rasmy Yang Xiang Z. Xie Cui Tao Degui Zhi AI4MH LM&MA 99 696 0 22 May 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 495 20,342 0 23 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 697 24,557 0 26 Jul 2019
Pre-training of Graph Augmented Transformers for Medication Recommendation Junyuan Shang Tengfei Ma Cao Xiao Jimeng Sun 89 291 0 02 Jun 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,364 0 10 Jul 2018
Dipole: Diagnosis Prediction in Healthcare via Attention-based Bidirectional Recurrent Neural Networks Fenglong Ma Radha Chitta Jing Zhou Quanzeng You Tong Sun Jing Gao 60 557 0 19 Jun 2017
GRAM: Graph-based Attention Model for Healthcare Representation Learning Edward Choi M. T. Bahadori Le Song Walter F. Stewart Jimeng Sun GNN 97 677 0 21 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 123 1,249 0 19 Aug 2016
Deepr: A Convolutional Net for Medical Records Phuoc Nguyen T. Tran N. Wickramasinghe Svetha Venkatesh MedIm 71 374 0 26 Jul 2016