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

Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage

Siddhant Arora, Haidar Khan, Kai Sun, Xin Luna Dong, Sajal Choudhary, Seungwhan Moon, Xinyuan Zhang, Adithya Sagar, Surya Teja Appini, Kaushik Patnaik, Sanat Sharma, Shinji Watanabe, Anuj Kumar, Ahmed Aly, Yue Liu, Florian Metze, Zhaojiang Lin

机构 * Meta ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Are LLMs Better GNN Helpers? Rethinking Robust Graph Learning under Deficiencies with Iterative Refinement

Zhaoyan Wang, Zheng Gao, Arogya Kharel, In-Young Ko

机构 * School of Computing KAIST Daejeon Republic of Korea（韩国国立庆尚大学计算机科学学院） ； School of Computer Science（计算机科学学院） ； School of Computing KAIST（韩国国立庆尚大学计算机科学学院） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 14 pages

LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； Peking University Changsha, China 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；分类 cs.IR、cs.CL、cs.AI

In AI Sweet Harmony: Sociopragmatic Guardrail Bypasses and Evaluation-Awareness in OpenAI gpt-oss-20b

Nils Durner

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI

Comments 27 pages, 1 figure

Confidence-Aware Routing for Large Language Model Reliability Enhancement: A Multi-Signal Approach to Pre-Generation Hallucination Mitigation

Nandakishor M

机构 * AI Safety Research（人工智能安全研究） ； Convai Innovations（Convai创新） 纠错

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI