A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges

28 October 2024

Ying Li

Papers citing "A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges"

20 / 20 papers shown

Title
Panacea: A foundation model for clinical trial search, summarization, design, and recruitment J. Lin H. Xu Zifeng Wang Sheng Wang Jimeng Sun ELM LM&MA 70 9 0 25 Jun 2024
Accelerating Clinical Evidence Synthesis with Large Language Models Zifeng Wang Lang Cao Benjamin Danek Yichi Zhang Qiao Jin Zhiyong Lu Jimeng Sun LM&MA 68 8 0 25 Jun 2024
AgentMD: Empowering Language Agents for Risk Prediction with Large-Scale Clinical Tool Learning Qiao Jin Zhizheng Wang Yifan Yang Qingqing Zhu Donald Wright ... W. Wilbur Zhe He Andrew Taylor Qingyu Chen Zhiyong Lu ELM 60 11 0 20 Feb 2024
Distilling Large Language Models for Matching Patients to Clinical Trials Mauro Nievas Aditya Basu Yanshan Wang Hrituraj Singh ELM LM&MA 69 33 0 15 Dec 2023
BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys Yu Gu Jianwei Yang Naoto Usuyama Chun-yue Li Sheng Zhang M. Lungren Jianfeng Gao Hoifung Poon MedIm 68 24 0 16 Oct 2023
Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization Dave Van Veen Cara Van Uden Louis Blankemeier Jean-Benoit Delbrouck Asad Aali ... C. Langlotz Jason Hom S. Gatidis John M. Pauly Akshay S. Chaudhari ELM AI4MH LM&MA 109 319 0 14 Sep 2023
Matching Patients to Clinical Trials with Large Language Models Qiao Jin Zifeng Wang C. Floudas Fangyuan Chen Changlin Gong Dara Bracken-Clarke Elisabetta Xue Yifan Yang Jimeng Sun Zhiyong Lu LM&MA 95 105 0 27 Jul 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 74 113 0 02 Jul 2023
WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia Sina J. Semnani Violet Z. Yao He Zhang M. Lam KELM AI4MH 81 80 0 23 May 2023
FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance Lingjiao Chen Matei A. Zaharia James Zou LLMAG 165 240 0 09 May 2023
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning Zifeng Wang Jimeng Sun 80 30 0 11 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 429 2,876 0 06 Oct 2022
Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision Zifeng Wang Jimeng Sun 55 24 0 29 Jun 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 874 12,973 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 814 9,387 0 28 Jan 2022
AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts Tongshuang Wu Michael Terry Carrie J. Cai LLMAG AI4CE LRM 94 458 0 04 Oct 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 201 3,750 0 03 Sep 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 489 1,923 0 14 Dec 2020
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 795 42,055 0 28 May 2020
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 121 1,247 0 19 Aug 2016