RAG / 检索增强生成 - arXivDaily 专题

2507.20059 2025-07-29 cs.CL cs.AI cs.LG 89%

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation

Ran Xu, Yuchen Zhuang, Yue Yu, Haoyu Wang, Wenqi Shi, Carl Yang

机构 * Emory University（埃默里大学）； Georgia Institute of Technology（佐治亚理工学院）； SUNY Albany（纽约州立大学阿尔巴尼分校）； UT Southwestern Medical Center（德克萨斯大学西南医学中心）

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

Comments Work in Progress. Code will be published at: https://github.com/ritaranx/RAG_in_the_Wild

2412.16708 2025-07-29 cs.IR 88%

Towards More Robust Retrieval-Augmented Generation: Evaluating RAG Under Adversarial Poisoning Attacks

Jinyan Su, Jin Peng Zhou, Zhengxin Zhang, Preslav Nakov, Claire Cardie

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

2502.12145 2025-07-29 cs.IR cs.AI 86%

Fast or Better? Balancing Accuracy and Cost in Retrieval-Augmented Generation with Flexible User Control

Jinyan Su, Jennifer Healey, Preslav Nakov, Claire Cardie

机构 * Cornell University（康奈尔大学）； Adobe Research（Adobe研究）； Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed人工智能大学）

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

2411.19804 2025-07-29 cs.SE cs.AI 83%

Advanced System Integration: Analyzing OpenAPI Chunking for Retrieval-Augmented Generation

Robin D. Pesl, Jerin G. Mathew, Massimo Mecella, Marco Aiello

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

Comments This preprint has not undergone peer review (when applicable) or any post-submission improvements or corrections. The Version of Record of this contribution is published in Advanced Information Systems Engineering. CAiSE 2025. Lecture Notes in Computer Science, vol 15702. Springer, Cham., and is available online at https://doi.org/10.1007/978-3-031-94571-7_8

Journal ref Advanced Information Systems Engineering. CAiSE 2025. Lecture Notes in Computer Science, vol 15702. Springer, Cham

2507.19771 2025-07-29 cs.LG cs.AI 83%

Large Language Model Agent for Structural Drawing Generation Using ReAct Prompt Engineering and Retrieval Augmented Generation

Xin Zhang, Lissette Iturburu, Juan Nicolas Villamizar, Xiaoyu Liu, Manuel Salmeron, Shirley J. Dyke, Julio Ramirez

机构 * Lyles School of Civil and Construction Engineering（莱尔斯土木与建设工程学院）； Purdue University（普渡大学）； School of Mechanical Engineering（机械工程学院）

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

2507.20411 2025-07-29 cs.CL 70%

CONCAP: Seeing Beyond English with Concepts Retrieval-Augmented Captioning

George Ibrahim, Rita Ramos, Yova Kementchedjhieva

机构 * Department of Natural Language Processing, MBZUAI（自然语言处理部门，MBZUAI）； INESC-ID, Instituto Superior Técnico, University of Lisbon（INESC-ID，理工学院，里斯本大学）

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

Comments Published as a conference paper at COLM 2025

2506.19783 2025-07-29 cs.AI 57%

SAGE: Strategy-Adaptive Generation Engine for Query Rewriting

Teng Wang, Hailei Gong, Changwang Zhang, Jun Wang

机构 * OPPO Research Institution（OPPO研究院）； Tsinghua University（清华大学）

专题命中检索器与排序：dense retrieval(abstract)；分类 cs.AI

2506.00831 2025-07-29 cs.CR cs.AI 57%

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

M Sabbir Salek, Mashrur Chowdhury, Muhaimin Bin Munir, Yuchen Cai, Mohammad Imtiaz Hasan, Jean-Michel Tine, Latifur Khan, Mizanur Rahman

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

1. 检索器与排序 8 篇