Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success)

10 May 2023

Chantal Shaib

Millicent Li

Sebastian Antony Joseph

Papers citing "Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success)"

36 / 36 papers shown

Title
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 36 0 0 09 May 2025
Information Retrieval for Climate Impact Maarten de Rijke Bart van den Hurk Flora Salim Alaa Al Khourdajie Nan Bai ... Edmund Totin Andrew Trotman Ramamurthy Valavandan Dereje Workneh Yangxinyu Xie SyDa 59 1 0 01 Apr 2025
Highlighting Case Studies in LLM Literature Review of Interdisciplinary System Science Lachlan McGinness Peter Baumgartner 33 2 0 16 Mar 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
Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare Hiba Ahsan Arnab Sen Sharma Silvio Amir David Bau Byron C. Wallace 88 0 0 20 Feb 2025
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 Jiashuo Sun LM&MA 35 1 0 28 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 40 3 0 24 Oct 2024
MedSyn: LLM-based Synthetic Medical Text Generation Framework Gleb Kumichev Pavel Blinov Yulia Kuzkina Vasily Goncharov Galina Zubkova Nikolai Zenovkin Aleksei Goncharov Andrey Savchenko SyDa MedIm 24 6 0 04 Aug 2024
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions Guangzhi Xiong Qiao Jin Xiao Wang Minjia Zhang Zhiyong Lu Aidong Zhang RALM 54 24 0 01 Aug 2024
Enhancing Biomedical Knowledge Discovery for Diseases: An End-To-End Open-Source Framework Christos Theodoropoulos Andrei Catalin Coman James Henderson Marie-Francine Moens 33 1 0 18 Jul 2024
It Cannot Be Right If It Was Written by AI: On Lawyers' Preferences of Documents Perceived as Authored by an LLM vs a Human Jakub Harasta Tereza Novotná Jaromír Šavelka ELM 42 6 0 09 Jul 2024
Accelerating Clinical Evidence Synthesis with Large Language Models Zifeng Wang Lang Cao Benjamin P. Danek Yichi Zhang Qiao Jin Zhiyong Lu Jiashuo Sun LM&MA 38 7 0 25 Jun 2024
MedCalc-Bench: Evaluating Large Language Models for Medical Calculations Nikhil Khandekar Qiao Jin Guangzhi Xiong Soren Dunn Serina S Applebaum ... Amisha D. Dave Andrew Taylor Aidong Zhang Qingyu Chen Zhiyong Lu LM&MA ELM 31 5 0 17 Jun 2024
A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models Haopeng Zhang Philip S. Yu Jiawei Zhang 37 17 0 17 Jun 2024
Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training Jinxia Yang Bing-Huang Su Wayne Xin Zhao Ji-Rong Wen 40 2 0 30 May 2024
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents Liyan Tang Philippe Laban Greg Durrett HILM SyDa 43 76 0 16 Apr 2024
Know Your Audience: The benefits and pitfalls of generating plain language summaries beyond the "general" audience Tal August Kyle Lo Noah A. Smith Katharina Reinecke 29 11 0 08 Mar 2024
KIWI: A Dataset of Knowledge-Intensive Writing Instructions for Answering Research Questions Fangyuan Xu Kyle Lo Luca Soldaini Bailey Kuehl Eunsol Choi David Wadden 37 6 0 06 Mar 2024
FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence Sebastian Antony Joseph Lily Chen Jan Trienes Hannah Louisa Göke Monika Coers Wei Xu Byron C. Wallace Junyi Jessy Li LM&MA HILM 23 10 0 18 Feb 2024
Evaluating the Factuality of Zero-shot Summarizers Across Varied Domains S. Ramprasad Kundan Krishna Zachary Chase Lipton Byron C. Wallace HILM 44 6 0 05 Feb 2024
InfoLossQA: Characterizing and Recovering Information Loss in Text Simplification Jan Trienes Sebastian Antony Joseph Jorg Schlotterer Christin Seifert Kyle Lo Wei Xu Byron C. Wallace Junyi Jessy Li 50 6 0 29 Jan 2024
Question answering systems for health professionals at the point of care -- a systematic review Gregory Kell A. Roberts Serge Umansky Linglong Qian Davide Ferrari Frank Soboczenski Byron Wallace Nikhil Patel Iain J. Marshall AI4MH 13 7 0 24 Jan 2024
Leveraging Generative AI for Clinical Evidence Summarization Needs to Ensure Trustworthiness Gongbo Zhang Qiao Jin Denis Jered McInerney Yong Chen Fei Wang ... Mor Peleg Byron C. Wallace Zhiyong Lu Chunhua Weng Yifan Peng 36 18 0 19 Nov 2023
MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning Xiangru Tang Anni Zou Zhuosheng Zhang Ziming Li Yilun Zhao Xingyao Zhang Arman Cohan Mark B. Gerstein LRM LM&MA 22 136 0 16 Nov 2023
A Survey of Large Language Models in Medicine: Progress, Application, and Challenge Hongjian Zhou Fenglin Liu Boyang Gu Xinyu Zou Jinfa Huang ... Yefeng Zheng Lei A. Clifton Zheng Li Fenglin Liu David A. Clifton LM&MA 33 107 0 09 Nov 2023
LitSumm: Large language models for literature summarisation of non-coding RNAs Andrew Green C. Ribas Nancy Ontiveros-Palacios Sam Griffiths-Jones Anton I. Petrov Alex Bateman Blake Sweeney 24 4 0 06 Nov 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 27 145 0 06 Oct 2023
Large Language Models on Wikipedia-Style Survey Generation: an Evaluation in NLP Concepts Fan Gao Hang Jiang Rui Yang Qingcheng Zeng Jinghui Lu Moritz Blum Dairui Liu Tianwei She Yuang Jiang Irene Z Li ELM ALM LM&MA 32 8 0 21 Aug 2023
PubMed and Beyond: Biomedical Literature Search in the Age of Artificial Intelligence Qiao Jin Robert Leaman Zhiyong Lu LM&MA 27 41 0 18 Jul 2023
SentimentGPT: Exploiting GPT for Advanced Sentiment Analysis and its Departure from Current Machine Learning Kiana Kheiri Hamid Karimi 24 75 0 16 Jul 2023
Using Natural Language Explanations to Rescale Human Judgments Manya Wadhwa Jifan Chen Junyi Jessy Li Greg Durrett 38 8 0 24 May 2023
Automated Metrics for Medical Multi-Document Summarization Disagree with Human Evaluations Lucy Lu Wang Yulia Otmakhova Jay DeYoung Thinh Hung Truong Bailey Kuehl Erin Bransom Byron C. Wallace 107 20 0 23 May 2023
Relabeling Minimal Training Subset to Flip a Prediction Jinghan Yang Linjie Xu Lequan Yu 33 1 0 22 May 2023
Multilingual Simplification of Medical Texts Sebastian Antony Joseph Kathryn Kazanas Keziah Reina Vishnesh J. Ramanathan Wei-ping Xu Byron C. Wallace Junyi Jessy Li 30 13 0 21 May 2023
A Survey for Biomedical Text Summarization: From Pre-trained to Large Language Models Qianqian Xie Zheheng Luo Benyou Wang Sophia Ananiadou LM&MA VLM 28 8 0 18 Apr 2023
Can Language Models be Biomedical Knowledge Bases? Mujeen Sung Jinhyuk Lee Sean S. Yi Minji Jeon Sungdong Kim Jaewoo Kang AI4MH 120 105 0 15 Sep 2021