A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language
Models Applied to Clinical and Biomedical Tasks

A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks

22 July 2023

Mickael Rouvier

Papers citing "A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks"

15 / 15 papers shown

Title
Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction Enshuo Hsu Martin Ugbala Krishna Kumar Kookal Zouaidi Kawtar Nicholas L. Rider Muhammad F. Walji Kirk Roberts 29 0 0 01 Apr 2025
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs Gaye Colakoglu Gürkan Solmaz Jonathan Fürst 45 1 0 25 Feb 2025
Prompt2Fashion: An automatically generated fashion dataset Georgia Argyrou Angeliki Dimitriou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou 19 0 0 10 Sep 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 41 17 0 26 Mar 2024
Adaptation of Biomedical and Clinical Pretrained Models to French Long Documents: A Comparative Study Adrien Bazoge Emmanuel Morin B. Daille P. Gourraud 14 2 0 26 Feb 2024
ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement Xinliang Frederick Zhang Carter Blum Temma Choji Shalin S Shah Alakananda Vempala 54 6 0 24 Jan 2024
Large Language Models for Generative Information Extraction: A Survey Derong Xu Wei-neng Chen Wenjun Peng Chao Zhang Tong Bill Xu Xiangyu Zhao Xian Wu Yefeng Zheng Yang Wang Enhong Chen 38 144 0 29 Dec 2023
An Eye on Clinical BERT: Investigating Language Model Generalization for Diabetic Eye Disease Phenotyping Keith Harrigian Tina Tang Anthony Gonzales Cindy X. Cai Mark Dredze VLM 28 2 0 15 Nov 2023
Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation Zhiqiang Yuan Junwei Liu Qiancheng Zi Mingwei Liu Xin Peng Yiling Lou ALM ELM LRM 17 73 0 02 Aug 2023
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 218 189 0 24 May 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 306 11,909 0 04 Mar 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 211 1,656 0 15 Oct 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 248 1,986 0 31 Dec 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 216 249 0 19 Oct 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,586 0 21 Jan 2020