RAG / 检索增强生成

Real-Time RAG for the Identification of Supply Chain Vulnerabilities

Jesse Ponnock, Grace Kenneally, Michael Robert Briggs, Elinor Yeo, Tyrone Patterson, Nicholas Kinberg, Matthew Kalinowski, David Hechtman

机构 * MITRE Corporation（MITRE公司） 纠错

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

Comments 14 pages, 5 figures, 1 table. Approved for Public Release; Distribution Unlimited. PRS Release Number: 25-0864

GeoGPT-RAG Technical Report

Fei Huang, Fan Wu, Zeqing Zhang, Qihao Wang, Long Zhang, Grant Michael Boquet, Hongyang Chen

机构 * GeoGPT Team（GeoGPT团队） ； Zhejiang Lab（浙江实验室） 纠错

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

Comments 19 pages, 10 figures, 10 tables

Multi-Agent Retrieval-Augmented Framework for Evidence-Based Counterspeech Against Health Misinformation

Anirban Saha Anik, Xiaoying Song, Elliott Wang, Bryan Wang, Bengisu Yarimbas, Lingzi Hong

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

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

Comments Accepted for publication at COLM 2025

Journal ref Second Conference on Language Modeling (COLM 2025)

RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning

Yuanhuiyi Lyu, Xu Zheng, Lutao Jiang, Yibo Yan, Xin Zou, Huiyu Zhou, Linfeng Zhang, Xuming Hu

机构 * The Hong Kong University of Science（香港科学与技术大学） ； Guangxi Key Laboratory of Digital Infrastructure, Guangxi Zhuang Autonomous Region Information Center（广西数字基础设施重点实验室，广西壮族自治区信息中心） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；retriever(abstract)

Comments Accepted to ICML2025

CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis

Xinyu Zhang, Pei Zhang, Shuang Luo, Jialong Tang, Yu Wan, Baosong Yang, Fei Huang

机构 * Tongyi Lab, Alibaba Group Inc（通义实验室，阿里集团） 纠错

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

Comments Accepted as a Findings paper at EMNLP 2025

Automated MCQA Benchmarking at Scale: Evaluating Reasoning Traces as Retrieval Sources for Domain Adaptation of Small Language Models

Ozan Gokdemir, Neil Getty, Robert Underwood, Sandeep Madireddy, Franck Cappello, Arvind Ramanathan, Ian T. Foster, Rick L. Stevens

机构 * Argonne National Laboratory（阿贡国家实验室） ； The University of Chicago（芝加哥大学） 纠错

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

Comments This manuscript has been accepted for publication at the Supercomputing 25 (SC '25) Conference (Frontiers in Generative AI for HPC Science and Engineering: Foundations, Challenges, and Opportunities Workshop) in St. Louis, MO, USA on November 16th, 2025. It will appear in the SC25 Workshop Proceedings after that date

FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval

Ying Li, Mengyu Wang, Miguel de Carvalho, Sotirios Sabanis, Tiejun Ma

机构 * The University of Edinburgh（爱丁堡大学） ； University of Aveiro（阿维罗大学） ； National Technical University of Athens（雅典技术大学） ； Archimedes/Athena Research Centre（阿基米德/雅典研究中心） ； The Artificial Intelligence Applications Institute, The University of Edinburgh（人工智能应用研究所，爱丁堡大学） 纠错

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

ISACL: Internal State Analyzer for Copyrighted Training Data Leakage

Guangwei Zhang, Qisheng Su, Jiateng Liu, Cheng Qian, Yanzhou Pan, Yanjie Fu, Denghui Zhang

机构 * City University of Hong Kong（香港城市大学） ； Microsoft（微软） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Google LLC（谷歌公司） ； Arizona State University（亚利桑那州立大学） ； Stevens Institute of Technology（史蒂文斯理工学院） 纠错

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

A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection

Di Jin, Jun Yang, Xiaobao Wang, Junwei Zhang, Shuqi Li, Dongxiao He

机构 * Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University（天津认知计算与应用重点实验室，智能与计算学院，天津大学） ； Key Laboratory of Artificial Intelligence Application Technology, Qinghai Minzu University（人工智能应用技术重点实验室，青海民族大学） ； Hangzhou Institute of Medicine, Chinese Academy of Sciences（杭州医学研究院，中国科学院） 纠错

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

First RAG, Second SEG: A Training-Free Paradigm for Camouflaged Object Detection

Wutao Liu, YiDan Wang, Pan Gao

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学） 纠错

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

DSRAG: A Domain-Specific Retrieval Framework Based on Document-derived Multimodal Knowledge Graph

Mengzheng Yang, Yanfei Ren, David Osei Opoku, Ruochang Li, Peng Ren, Chunxiao Xing

机构 * School of Software, Henan University, Kaifeng 475004, China（河南大学软件学院） ； BNRist, DCST, RIIT, Tsinghua University, Beijing 100084, China（清华大学） 纠错

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

Comments 12 pages, 5 figures. Accepted to the 22nd International Conference on Web Information Systems and Applications (WISA 2025)

Leveraging Large Language Models to Democratize Access to Costly Datasets for Academic Research

Julian Junyan Wang, Victor Xiaoqi Wang

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

Comments 58 pagegs, 5 figures, 5 tables

MMORE: Massive Multimodal Open RAG & Extraction

Alexandre Sallinen, Stefan Krsteski, Paul Teiletche, Marc-Antoine Allard, Baptiste Lecoeur, Michael Zhang, Fabrice Nemo, David Kalajdzic, Matthias Meyer, Mary-Anne Hartley

机构 * École Polytechnique Fédérale de Lausanne (EPFL), Switzerland（瑞士联邦理工学院洛桑校区） ； ETH Zürich, Switzerland（瑞士苏黎世联邦理工学院） ； T.H. Chan School of Public Health, Harvard University, USA（哈佛大学T.H. Chan公共卫生学院） 纠错

专题命中 多模态RAG ：RAG(title,abstract)；分类 cs.AI

Comments This paper was originally submitted to the CODEML workshop for ICML 2025. 9 pages (including references and appendices)

Intelligent Reservoir Decision Support: An Integrated Framework Combining Large Language Models, Advanced Prompt Engineering, and Multimodal Data Fusion for Real-Time Petroleum Operations

Seyed Kourosh Mahjour, Seyed Saman Mahjour

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

STASE: A spatialized text-to-audio synthesis engine for music generation

Tutti Chi, Letian Gao, Yixiao Zhang

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

Comments Accepted to LLM4Music @ ISMIR 2025

RAGs to Riches: RAG-like Few-shot Learning for Large Language Model Role-playing

Timothy Rupprecht, Enfu Nan, Arash Akbari, Arman Akbari, Lei Lu, Priyanka Maan, Sean Duffy, Pu Zhao, Yumei He, David Kaeli, Yanzhi Wang

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Northeastern University（东北大学） ； Tulane University（路易斯安那州立大学） 纠错

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