RAG / 检索增强生成 - arXivDaily 专题

2511.06738 2025-11-11 cs.CL 83%

Rethinking Retrieval-Augmented Generation for Medicine: A Large-Scale, Systematic Expert Evaluation and Practical Insights

Hyunjae Kim, Jiwoong Sohn, Aidan Gilson, Nicholas Cochran-Caggiano, Serina Applebaum, Heeju Jin, Seihee Park, Yujin Park, Jiyeong Park, Seoyoung Choi, Brittany Alexandra Herrera Contreras, Thomas Huang, Jaehoon Yun, Ethan F. Wei, Roy Jiang, Leah Colucci, Eric Lai, Amisha Dave, Tuo Guo, Maxwell B. Singer, Yonghoe Koo, Ron A. Adelman, James Zou, Andrew Taylor, Arman Cohan, Hua Xu, Qingyu Chen

机构 * Yale School of Medicine（耶鲁医学院）； Yale University（耶鲁大学）； ETH Zurich（苏黎世联邦理工学院）； Harvard Medical School（哈佛医学院）； Geisel School of Medicine at Dartmouth（达特茅斯大学盖塞医学院）； Seoul National University College of Medicine（首尔国立大学医学院）； Hanyang University College of Medicine（翰林大学医学院）； PA Leadership Charter School（宾夕法尼亚州西切斯特市领导学校）

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

Comments 34 pages, 6 figures

2511.06212 2025-11-11 cs.CR cs.AI 83%

RAG-targeted Adversarial Attack on LLM-based Threat Detection and Mitigation Framework

Seif Ikbarieh, Kshitiz Aryal, Maanak Gupta

机构 * Department of Computer Science（计算机科学系）； Tennessee Tech University（田纳西科技大学）； School of Interdisciplinary Informatics（跨学科信息学学院）； University of Nebraska Omaha（内布拉斯加大学奥马哈分校）

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

2504.05527 2025-11-11 cs.CL cs.AI 79%

Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents

Despina Tomkou, George Fatouros, Andreas Andreou, Georgios Makridis, Fotis Liarokapis, Dimitrios Dardanis, Athanasios Kiourtis, John Soldatos, Dimosthenis Kyriazis

机构 * Innov-Acts Ltd.（Innov-Acts有限公司）； CYENS Centre of Excellence（CYENS卓越中心）； University of Piraeus（比雷埃克斯大学）

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

Comments 7 pages, 7 figures

Journal ref 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)

2511.06125 2025-11-11 cs.CL cs.AI cs.IR 75%

Evaluation of retrieval-based QA on QUEST-LOFT

Nathan Scales, Nathanael Schärli, Olivier Bousquet

机构 * Google DeepMind（谷歌DeepMind）

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

2511.06073 2025-11-11 cs.CL cs.AI cs.LG cs.LO 73%

Stemming Hallucination in Language Models Using a Licensing Oracle

Simeon Emanuilov, Richard Ackermann

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

Comments 23 pages, 4 figures, 8 tables. Introduces the Licensing Oracle, an architectural solution for eliminating hallucinations in language models through formal SHACL validation against knowledge graphs. All datasets and models are available at https://huggingface.co/collections/s-emanuilov/licensing-oracle-experiments

2507.10639 2025-11-11 cs.AR cs.AI 70%

Evaluating LLM-based Workflows for Switched-Mode Power Supply Design

Simon Nau, Jan Krummenauer, André Zimmermann

机构 * Robert Bosch GmbH, Cross-Domain Computing Solutions（罗伯特·博世有限公司，跨领域计算解决方案）； University of Stuttgart, Institute for Micro Integration (IFM)（斯图加特大学，微系统集成研究所）； Hahn-Schickard, Stuttgart, Germany（哈恩-施克尔德研究所，斯图加特，德国）

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

2511.06183 2025-11-11 cs.CL 57%

BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering

Ryuhei Miyazato, Ting-Ruen Wei, Xuyang Wu, Hsin-Tai Wu, Kei Harada

机构 * The University of Electro-Communications（电子通信大学）； Santa Clara University（圣克拉拉大学）； DOCOMO Innovations, Inc.（doCOMO创新公司）

专题命中 RAG评测：RAG(abstract)；分类 cs.CL

1. RAG评测 7 篇