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Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering

5 September 2023

Yubo Wang

Papers citing "Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering"

23 / 23 papers shown

Title
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 169 11 0 28 Jan 2025
MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling Yakun Zhu Shaohang Wei Xu Wang Kui Xue Xiaofan Zhang Shanghang Zhang 126 2 0 17 Oct 2024
Benchmarking Large Language Models on Answering and Explaining Challenging Medical Questions Hanjie Chen Zhouxiang Fang Yash Singla Mark Dredze ELM AI4MH 124 43 0 28 Feb 2024
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 170 643 0 30 Jan 2023
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 234 3,165 0 20 Oct 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 110 314 0 17 Jul 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 295 2,521 0 15 Jun 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 537 6,301 0 05 Apr 2022
LinkBERT: Pretraining Language Models with Document Links Michihiro Yasunaga J. Leskovec Percy Liang KELM 106 361 0 29 Mar 2022
TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge Chao-Hong Tan Jia-Chen Gu Chongyang Tao Zhen-Hua Ling Can Xu Huang Hu Xiubo Geng Daxin Jiang RALM 73 11 0 16 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 230 925 0 16 Dec 2021
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 256 1,101 0 08 Dec 2021
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List Luyu Gao Zhuyun Dai Jamie Callan 67 219 0 15 Apr 2021
Biomedical Question Answering: A Survey of Approaches and Challenges Qiao Jin Zheng Yuan Guangzhi Xiong Qian Yu Huaiyuan Ying Chuanqi Tan Mosha Chen Songfang Huang Xiaozhong Liu Sheng Yu 108 104 0 10 Feb 2021
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 141 1,236 0 01 Jul 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,380 0 27 Apr 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 147 2,121 0 10 Feb 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 407 914 0 13 Sep 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 183 2,990 0 26 Mar 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 191 5,684 0 25 Jan 2019
Medical Exam Question Answering with Large-scale Reading Comprehension Xiao Zhang Ji Wu Zhiyang He Xien Liu Ying Su 69 67 0 28 Feb 2018
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 121 2,019 0 31 Mar 2017
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 184 2,748 0 28 Nov 2016