RAG / 检索增强生成

Fine-tuning with RAG for Improving LLM Learning of New Skills

Humaid Ibrahim, Nikolai Rozanov, Marek Rei

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

Comments Under review at ICLR 2026

Study on LLMs for Promptagator-Style Dense Retriever Training

Daniel Gwon, Nour Jedidi, Jimmy Lin

机构 * Massachusetts Institute of Technology Lincoln Laboratory（麻省理工学院林肯实验室） ； University of Waterloo（滑铁卢大学） 纠错

专题命中 检索器与排序 ：retriever(title)；dense retrieval(abstract)；分类 cs.IR、cs.CL

Comments CIKM 2025 short research paper

CardioRAG: A Retrieval-Augmented Generation Framework for Multimodal Chagas Disease Detection

Zhengyang Shen, Xuehao Zhai, Hua Tu, Mayue Shi

机构 * Department of Electrical and Electronic Engineering Imperial College London（帝国理工学院电子与电气工程系） ； Department of Civil and Environmental Engineering Imperial College London（帝国理工学院土木与环境工程系） ； Institute of Biomedical Engineering Department of Engineering Science University of Oxford（牛津大学生物医学工程研究所） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)

Comments 4 pages, 2 figures. Accepted for oral presentation at the 52nd international Computing in Cardiology Conference (CinC2025)

Retrieval-Augmented Framework for LLM-Based Clinical Decision Support

Leon Garza, Anantaa Kotal, Michael A. Grasso, Emre Umucu

机构 * Dept. of Computer Science, The University of Texas at El Paso, USA（计算机科学系，德克萨斯大学埃尔帕索分校） ； Dept. of Emergency Medicine, University of Maryland School of Medicine, USA（急诊医学系，马里兰大学医学院） ； Dept. of Public Health Sciences, The University of Texas at El Paso, USA（公共卫生科学系，德克萨斯大学埃尔帕索分校） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs

Can Lin, Zhengwang Jiang, Ling Zheng, Qi Zhao, Yuhang Zhang, Qi Song, Wangqiu Zhou

机构 * University of Science and Technology of China（中国科学技术大学） ； City University of Hong Kong（香港城市大学） ； Deqing Alpha Innovation Institute（德清Alpha创新研究院） ； Hefei University of Technology（合肥工业大学） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL、cs.AI

Comments 18 pages, 9 figures