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Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case
  Study in Medicine

Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

28 November 2023
Harsha Nori
Yin Tat Lee
Sheng Zhang
Dean Carignan
Richard Edgar
Nicolò Fusi
Nicholas King
Jonathan Larson
Yuanzhi Li
Weishung Liu
Renqian Luo
S. McKinney
Robert Osazuwa Ness
Hoifung Poon
Tao Qin
Naoto Usuyama
Chris White
Eric Horvitz
    LM&MA
    AI4MH
    MedIm
    ELM
ArXivPDFHTML

Papers citing "Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine"

50 / 189 papers shown
Title
PromptMind Team at MEDIQA-CORR 2024: Improving Clinical Text Correction
  with Error Categorization and LLM Ensembles
PromptMind Team at MEDIQA-CORR 2024: Improving Clinical Text Correction with Error Categorization and LLM Ensembles
Kesav Gundabathula
Sriram R Kolar
LRM
30
7
0
14 May 2024
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated
  clinical environments
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments
Samuel Schmidgall
Rojin Ziaei
Carl Harris
Eduardo Reis
Jeffrey Jopling
Michael Moor
38
42
0
13 May 2024
MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For
  Text-to-SQL Generation
MCS-SQL: Leveraging Multiple Prompts and Multiple-Choice Selection For Text-to-SQL Generation
Dongjun Lee
Choongwon Park
Jaehyuk Kim
Heesoo Park
37
37
0
13 May 2024
Studying Self-Care with Generative AI Tools: Lessons for Design
Studying Self-Care with Generative AI Tools: Lessons for Design
Tara Capel
Bernd Ploderer
Filip Bircanin
Simon Hanmer
Jamie Yates
Jiaxuan Wang
Kai Ling Khor
T. Leong
Greg Wadley
M. Newcomb
27
6
0
08 May 2024
CourseGPT-zh: an Educational Large Language Model Based on Knowledge
  Distillation Incorporating Prompt Optimization
CourseGPT-zh: an Educational Large Language Model Based on Knowledge Distillation Incorporating Prompt Optimization
Zheyan Qu
Lu Yin
Zitong Yu
Wenbo Wang
Xing Zhang
ALM
22
1
0
08 May 2024
Empathy Through Multimodality in Conversational Interfaces
Empathy Through Multimodality in Conversational Interfaces
Mahyar Abbasian
Iman Azimi
Mohammad Feli
Amir M. Rahmani
Ramesh C. Jain
22
2
0
08 May 2024
QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums
QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums
Varun Nagaraj Rao
Eesha Agarwal
Samantha Dalal
D. Calacci
Andrés Monroy-Hernández
25
6
0
08 May 2024
Leveraging Lecture Content for Improved Feedback: Explorations with
  GPT-4 and Retrieval Augmented Generation
Leveraging Lecture Content for Improved Feedback: Explorations with GPT-4 and Retrieval Augmented Generation
Sven Jacobs
Steffen Jaschke
32
3
0
05 May 2024
MedAdapter: Efficient Test-Time Adaptation of Large Language Models
  towards Medical Reasoning
MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning
Wenqi Shi
Ran Xu
Yuchen Zhuang
Yue Yu
Hang Wu
Carl Yang
M. D. Wang
MedIm
LM&MA
33
18
0
05 May 2024
CRCL at SemEval-2024 Task 2: Simple prompt optimizations
CRCL at SemEval-2024 Task 2: Simple prompt optimizations
Clément Brutti-Mairesse
L. Verlingue
25
2
0
03 May 2024
Prompt engineering paradigms for medical applications: scoping review
  and recommendations for better practices
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
27
6
0
02 May 2024
NumLLM: Numeric-Sensitive Large Language Model for Chinese Finance
NumLLM: Numeric-Sensitive Large Language Model for Chinese Finance
Huan-Yi Su
Ke Wu
Yu-Hao Huang
Wu-Jun Li
30
1
0
01 May 2024
CookingSense: A Culinary Knowledgebase with Multidisciplinary Assertions
CookingSense: A Culinary Knowledgebase with Multidisciplinary Assertions
Donghee Choi
Mogan Gim
Donghyeon Park
Mujeen Sung
Hyunjae Kim
Jaewoo Kang
Jihun Choi
27
1
0
01 May 2024
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in
  Radiology with General-Domain Large Language Model
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
42
0
0
29 Apr 2024
Large Language Models in the Clinic: A Comprehensive Benchmark
Large Language Models in the Clinic: A Comprehensive Benchmark
Andrew Liu
Hongjian Zhou
Yining Hua
Omid Rohanian
Anshul Thakur
Lei A. Clifton
David A. Clifton
AI4MH
LM&MA
33
8
0
25 Apr 2024
Assessing The Potential Of Mid-Sized Language Models For Clinical QA
Assessing The Potential Of Mid-Sized Language Models For Clinical QA
Elliot Bolton
Betty Xiong
Vijaytha Muralidharan
J. Schamroth
Vivek Muralidharan
Christopher D. Manning
R. Daneshjou
AI4MH
ELM
LM&MA
24
4
0
24 Apr 2024
PRISM: Patient Records Interpretation for Semantic Clinical Trial
  Matching using Large Language Models
PRISM: Patient Records Interpretation for Semantic Clinical Trial Matching using Large Language Models
Shashi Kant Gupta
Aditya Basu
Mauro Nievas
Jerrin Thomas
Nathan Wolfrath
...
Regina Schwind
Therica M. Miller
Sorena Nadaf-Rahrov
Yanshan Wang
Hrituraj Singh
LM&MA
29
7
0
23 Apr 2024
Adaptive Collaboration Strategy for LLMs in Medical Decision Making
Adaptive Collaboration Strategy for LLMs in Medical Decision Making
Y. Kim
Chanwoo Park
Hyewon Jeong
Yik Siu Chan
X. Xu
Daniel J. McDuff
C. Breazeal
Hae Won Park
32
4
0
22 Apr 2024
Stronger Random Baselines for In-Context Learning
Stronger Random Baselines for In-Context Learning
Gregory Yauney
David M. Mimno
37
2
0
19 Apr 2024
Characterizing LLM Abstention Behavior in Science QA with Context
  Perturbations
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations
Bingbing Wen
Bill Howe
Lucy Lu Wang
23
8
0
18 Apr 2024
Large Language Models Meet User Interfaces: The Case of Provisioning
  Feedback
Large Language Models Meet User Interfaces: The Case of Provisioning Feedback
Stanislav Pozdniakov
Jonathan Brazil
Solmaz Abdi
Aneesha Bakharia
Shazia Sadiq
D. Gašević
Paul Denny
Hassan Khosravi
ELM
29
13
0
17 Apr 2024
LLMs in Biomedicine: A study on clinical Named Entity Recognition
LLMs in Biomedicine: A study on clinical Named Entity Recognition
Masoud Monajatipoor
Jiaxin Yang
Joel Stremmel
Melika Emami
Fazlolah Mohaghegh
Mozhdeh Rouhsedaghat
Kai-Wei Chang
LM&MA
27
5
0
10 Apr 2024
Towards Objectively Benchmarking Social Intelligence for Language Agents
  at Action Level
Towards Objectively Benchmarking Social Intelligence for Language Agents at Action Level
Chenxu Wang
Bin Dai
Huaping Liu
Baoyuan Wang
ALM
LLMAG
ELM
37
3
0
08 Apr 2024
Effects of Different Prompts on the Quality of GPT-4 Responses to
  Dementia Care Questions
Effects of Different Prompts on the Quality of GPT-4 Responses to Dementia Care Questions
Zhuochun Li
Bo Xie
Robin Hilsabeck
Alyssa Aguirre
Ning Zou
Zhimeng Luo
Daqing He
33
0
0
05 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities,
  and Future Directions
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions
Yuting He
Fuxiang Huang
Xinrui Jiang
Yuxiang Nie
Minghao Wang
Jiguang Wang
Hao Chen
LM&MA
AI4CE
71
26
0
04 Apr 2024
Empowering Biomedical Discovery with AI Agents
Empowering Biomedical Discovery with AI Agents
Shanghua Gao
Ada Fang
Yepeng Huang
Valentina Giunchiglia
Ayush Noori
Jonathan Richard Schwarz
Yasha Ektefaie
Jovana Kondic
Marinka Zitnik
LLMAG
AI4CE
39
62
0
03 Apr 2024
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large
  Language Models
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models
Wei He
Shichun Liu
Jun Zhao
Yiwen Ding
Yi Lu
Zhiheng Xi
Tao Gui
Qi Zhang
Xuanjing Huang
37
1
0
01 Apr 2024
Small Language Models Learn Enhanced Reasoning Skills from Medical
  Textbooks
Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks
Hyunjae Kim
Hyeon Hwang
Jiwoo Lee
Sihyeon Park
Dain Kim
Taewhoo Lee
Chanwoong Yoon
Jiwoong Sohn
Donghee Choi
Jaewoo Kang
ELM
AI4MH
LRM
43
16
0
30 Mar 2024
On-the-fly Definition Augmentation of LLMs for Biomedical NER
On-the-fly Definition Augmentation of LLMs for Biomedical NER
Monica Munnangi
Sergey Feldman
Byron C. Wallace
Silvio Amir
Tom Hope
Aakanksha Naik
24
11
0
29 Mar 2024
Can LLMs Correct Physicians, Yet? Investigating Effective Interaction
  Methods in the Medical Domain
Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain
Burcu Sayin
Pasquale Minervini
Jacopo Staiano
Andrea Passerini
LM&MA
AI4MH
18
8
0
29 Mar 2024
BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text
BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text
Elliot Bolton
Abhinav Venigalla
Michihiro Yasunaga
David Leo Wright Hall
Betty Xiong
...
R. Daneshjou
Jonathan Frankle
Percy Liang
Michael Carbin
Christopher D. Manning
LM&MA
MedIm
29
51
0
27 Mar 2024
Aligning Large Language Models for Enhancing Psychiatric Interviews Through Symptom Delineation and Summarization: Pilot Study
Aligning Large Language Models for Enhancing Psychiatric Interviews Through Symptom Delineation and Summarization: Pilot Study
Jae-hee So
Joonhwan Chang
Eunji Kim
Junho Na
JiYeon Choi
Jy-yong Sohn
Byung-Hoon Kim
Sang Hui Chu
LM&MA
AI4MH
16
0
0
26 Mar 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
Nicholas Lee
Thanakul Wattanawong
Sehoon Kim
K. Mangalam
Sheng Shen
Gopala Anumanchipalli
Michael W. Mahoney
Kurt Keutzer
A. Gholami
58
46
0
22 Mar 2024
Evaluating the Application of Large Language Models to Generate Feedback
  in Programming Education
Evaluating the Application of Large Language Models to Generate Feedback in Programming Education
Sven Jacobs
Steffen Jaschke
34
3
0
13 Mar 2024
Legally Binding but Unfair? Towards Assessing Fairness of Privacy
  Policies
Legally Binding but Unfair? Towards Assessing Fairness of Privacy Policies
Vincent Freiberger
Erik Buchmann
AILaw
14
5
0
12 Mar 2024
AI-Assisted Causal Pathway Diagram for Human-Centered Design
AI-Assisted Causal Pathway Diagram for Human-Centered Design
Ruican Zhong
Donghoon Shin
Rosemary Meza
P. Klasnja
Lucas Colusso
Gary Hsieh
28
5
0
12 Mar 2024
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution
  of Text Through Knowledge Graphs
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs
Preetam Prabhu Srikar Dammu
Himanshu Naidu
Mouly Dewan
YoungMin Kim
Tanya Roosta
Aman Chadha
Chirag Shah
33
6
0
12 Mar 2024
In-context learning enables multimodal large language models to classify
  cancer pathology images
In-context learning enables multimodal large language models to classify cancer pathology images
Dyke Ferber
Georg Wolflein
Isabella C. Wiest
M. Ligero
Srividhya Sainath
...
Omar S. M. El Nahhas
Gustav Muller-Franzes
Dirk Jager
Daniel Truhn
Jakob Nikolas Kather
VLM
MedIm
19
25
0
12 Mar 2024
Are You Being Tracked? Discover the Power of Zero-Shot Trajectory
  Tracing with LLMs!
Are You Being Tracked? Discover the Power of Zero-Shot Trajectory Tracing with LLMs!
Huanqi Yang
Sijie Ji
Rucheng Wu
Weitao Xu
27
3
0
10 Mar 2024
General surgery vision transformer: A video pre-trained foundation model
  for general surgery
General surgery vision transformer: A video pre-trained foundation model for general surgery
Samuel Schmidgall
Ji Woong Kim
Jeffery Jopling
Axel Krieger
ViT
MedIm
23
5
0
09 Mar 2024
ConstitutionalExperts: Training a Mixture of Principle-based Prompts
ConstitutionalExperts: Training a Mixture of Principle-based Prompts
S. Petridis
Ben Wedin
Ann Yuan
James Wexler
Nithum Thain
23
5
0
07 Mar 2024
HARGPT: Are LLMs Zero-Shot Human Activity Recognizers?
HARGPT: Are LLMs Zero-Shot Human Activity Recognizers?
Sijie Ji
Xinzhe Zheng
Chenshu Wu
37
28
0
05 Mar 2024
The Minimum Information about CLinical Artificial Intelligence Checklist
  for Generative Modeling Research (MI-CLAIM-GEN)
The Minimum Information about CLinical Artificial Intelligence Checklist for Generative Modeling Research (MI-CLAIM-GEN)
Brenda Y. Miao
Irene Y. Chen
C. Y. Williams
Jaysón M. Davidson
Augusto Garcia-Agundez
...
Bin Yu
Milena Gianfrancesco
A. Butte
Beau Norgeot
Madhumita Sushil
VLM
31
2
0
05 Mar 2024
To Generate or to Retrieve? On the Effectiveness of Artificial Contexts
  for Medical Open-Domain Question Answering
To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering
Giacomo Frisoni
Alessio Cocchieri
Alex Presepi
Gianluca Moro
Zaiqiao Meng
RALM
MedIm
42
15
0
04 Mar 2024
Leveraging Biomolecule and Natural Language through Multi-Modal
  Learning: A Survey
Leveraging Biomolecule and Natural Language through Multi-Modal Learning: A Survey
Qizhi Pei
Lijun Wu
Kaiyuan Gao
Jinhua Zhu
Yue Wang
Zun Wang
Tao Qin
Rui Yan
AI4CE
47
19
0
03 Mar 2024
KorMedMCQA: Multi-Choice Question Answering Benchmark for Korean
  Healthcare Professional Licensing Examinations
KorMedMCQA: Multi-Choice Question Answering Benchmark for Korean Healthcare Professional Licensing Examinations
Sunjun Kweon
B. Choi
Minkyu Kim
Rae Woong Park
Edward Choi
ELM
13
6
0
03 Mar 2024
MediSwift: Efficient Sparse Pre-trained Biomedical Language Models
MediSwift: Efficient Sparse Pre-trained Biomedical Language Models
Vithursan Thangarasa
Mahmoud Salem
Shreyas Saxena
Kevin Leong
Joel Hestness
Sean Lie
MedIm
16
1
0
01 Mar 2024
Crimson: Empowering Strategic Reasoning in Cybersecurity through Large
  Language Models
Crimson: Empowering Strategic Reasoning in Cybersecurity through Large Language Models
Jiandong Jin
Bowen Tang
Mingxuan Ma
Xiao Liu
Yunfei Wang
Qingnan Lai
Jia Yang
Changling Zhou
37
4
0
01 Mar 2024
OpenMedLM: Prompt engineering can out-perform fine-tuning in medical
  question-answering with open-source large language models
OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models
Jenish Maharjan
A. Garikipati
N. Singh
Leo Cyrus
Mayank Sharma
M. Ciobanu
G. Barnes
R. Thapa
Q. Mao
R. Das
LM&MA
ELM
29
26
0
29 Feb 2024
Towards Generalist Prompting for Large Language Models by Mental Models
Towards Generalist Prompting for Large Language Models by Mental Models
Haoxiang Guan
Jiyan He
Shuxin Zheng
En-Hong Chen
Weiming Zhang
Neng H. Yu
LRM
54
0
0
28 Feb 2024
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