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Enhancing Small Medical Learners with Privacy-preserving Contextual Prompting

22 May 2023

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Papers citing "Enhancing Small Medical Learners with Privacy-preserving Contextual Prompting"

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Title
LLM Sensitivity Evaluation Framework for Clinical Diagnosis Chenwei Yan Xiangling Fu Yuxuan Xiong Tianyi Wang Siu Cheung Hui Ji Wu Xien Liu LM&MA ELM 68 2 0 18 Apr 2025
Large Language Models Michael R Douglas LLMAG LM&MA 138 628 0 11 Jul 2023
Specializing Smaller Language Models towards Multi-Step Reasoning Yao Fu Hao-Chun Peng Litu Ou Ashish Sabharwal Tushar Khot ReLM LRM 91 258 0 30 Jan 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 142 2,334 0 26 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 105 347 0 20 Dec 2022
PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales Peifeng Wang Aaron Chan Filip Ilievski Muhao Chen Xiang Ren LRM ReLM 70 64 0 03 Nov 2022
Deep Bidirectional Language-Knowledge Graph Pretraining Michihiro Yasunaga Antoine Bosselut Hongyu Ren Xikun Zhang Christopher D. Manning Percy Liang J. Leskovec 81 202 0 17 Oct 2022
Explanations from Large Language Models Make Small Reasoners Better Shiyang Li Jianshu Chen Yelong Shen Zhiyu Zoey Chen Xinlu Zhang ... Jingu Qian Baolin Peng Yi Mao Wenhu Chen Xifeng Yan ReLM LRM 87 136 0 13 Oct 2022
Variational Open-Domain Question Answering Valentin Liévin Andreas Geert Motzfeldt Ida Riis Jensen Ole Winther OOD BDL 65 8 0 23 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 307 336 0 21 Sep 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 97 310 0 17 Jul 2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing Samuel Sousa Roman Kern PILM AILaw 57 42 0 20 May 2022
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries Jayetri Bardhan Anthony Colas Kirk Roberts D. Wang CML 41 12 0 03 May 2022
Few-shot learning for medical text: A systematic review Yao Ge Yuting Guo Yuan-Chi Yang M. Al-garadi A. Sarker 45 21 0 21 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 489 6,240 0 05 Apr 2022
LinkBERT: Pretraining Language Models with Document Links Michihiro Yasunaga J. Leskovec Percy Liang KELM 104 359 0 29 Mar 2022
MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering Ankit Pal Logesh Kumar Umapathi Malaikannan Sankarasubbu ELM LM&MA 79 334 0 27 Mar 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 817 9,387 0 28 Jan 2022
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering Xikun Zhang Antoine Bosselut Michihiro Yasunaga Hongyu Ren Percy Liang Christopher D. Manning J. Leskovec ReLM AI4MH LRM 73 229 0 21 Jan 2022
Reframing Human-AI Collaboration for Generating Free-Text Explanations Sarah Wiegreffe Jack Hessel Swabha Swayamdipta Mark O. Riedl Yejin Choi 57 149 0 16 Dec 2021
Generated Knowledge Prompting for Commonsense Reasoning Jiacheng Liu Alisa Liu Ximing Lu Sean Welleck Peter West Ronan Le Bras Yejin Choi Hannaneh Hajishirzi KELM RALM ReLM LLMAG LRM 120 323 0 15 Oct 2021
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering Devendra Singh Sachan Siva Reddy William L. Hamilton Chris Dyer Dani Yogatama OOD RALM 82 169 0 09 Jun 2021
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Michihiro Yasunaga Hongyu Ren Antoine Bosselut Percy Liang J. Leskovec RALM LMTD AI4MH LRM 60 594 0 13 Apr 2021
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 199 157 0 20 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 253 617 0 16 Oct 2020
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams Di Jin Eileen Pan Nassim Oufattole W. Weng Hanyi Fang Peter Szolovits FaML ELM LM&MA 111 790 0 28 Sep 2020
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 176 4,434 0 07 Sep 2020
Interpretable Multi-Step Reasoning with Knowledge Extraction on Complex Healthcare Question Answering Ye Liu Shaika Chowdhury Chenwei Zhang Cornelia Caragea Philip S. Yu 60 13 0 06 Aug 2020
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing Yu Gu Robert Tinn Hao Cheng Michael R. Lucas Naoto Usuyama Xiaodong Liu Tristan Naumann Jianfeng Gao Hoifung Poon LM&MA AI4CE 82 1,768 0 31 Jul 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 122 1,173 0 02 Jul 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
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 152 2,428 0 23 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 195 3,762 0 10 Apr 2020
How Much Knowledge Can You Pack Into the Parameters of a Language Model? Adam Roberts Colin Raffel Noam M. Shazeer KELM 110 891 0 10 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 132 2,102 0 10 Feb 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 439 20,181 0 23 Oct 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 571 2,670 0 03 Sep 2019
HEAD-QA: A Healthcare Dataset for Complex Reasoning David Vilares Carlos Gómez-Rodríguez 50 83 0 11 Jun 2019
Latent Retrieval for Weakly Supervised Open Domain Question Answering Kenton Lee Ming-Wei Chang Kristina Toutanova RALM 112 1,014 0 01 Jun 2019
Towards Automatic Generation of Shareable Synthetic Clinical Notes Using Neural Language Models Oren Melamud Chaitanya P. Shivade SyDa MedIm 52 37 0 16 May 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 156 1,974 0 06 Apr 2019
ScispaCy: Fast and Robust Models for Biomedical Natural Language Processing Mark Neumann Daniel King Iz Beltagy Bridger Waleed Ammar 63 685 0 20 Feb 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 156 5,659 0 25 Jan 2019
Generalised Differential Privacy for Text Document Processing Natasha Fernandes Mark Dras Annabelle McIver 41 107 0 26 Nov 2018
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 140 1,733 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering Todor Mihaylov Peter Clark Tushar Khot Ashish Sabharwal 113 1,537 0 08 Sep 2018
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 116 2,015 0 31 Mar 2017
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 213 6,130 0 01 Jul 2016