RAG / 检索增强生成

Stop-RAG: Value-Based Retrieval Control for Iterative RAG

Jaewan Park, Solbee Cho, Jay-Yoon Lee

机构 * Seoul National University（首尔国立大学） 纠错

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

Comments NeurIPS 2025 MTI-LLM Workshop

RAG Meets Temporal Graphs: Time-Sensitive Modeling and Retrieval for Evolving Knowledge

Jiale Han, Austin Cheung, Yubai Wei, Zheng Yu, Xusheng Wang, Bing Zhu, Yi Yang

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

VeriCite: Towards Reliable Citations in Retrieval-Augmented Generation via Rigorous Verification

Haosheng Qian, Yixing Fan, Jiafeng Guo, Ruqing Zhang, Qi Chen, Dawei Yin, Xueqi Cheng

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

Journal ref In Proceedings of the 2025 Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in the Asia Pacific Region (SIGIR-AP 2025)

Steering Over-refusals Towards Safety in Retrieval Augmented Generation

Utsav Maskey, Mark Dras, Usman Naseem

机构 * Macquarie University（麦觉里大学） 纠错

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

Comments Preprint

When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs

Yongjie Wang, Yue Yu, Kaisong Song, Jun Lin, Zhiqi Shen

机构 * Alibaba-NTU Global e-Sustainability CorpLab（阿里巴巴-国立大学全球可持续性公司实验室） ； Nanyang Technological University（南洋理工大学） ； Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） ； College of Computing & Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） 纠错

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

Comments Under Review

RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation

Shi-Qi Yan, Quan Liu, Zhen-Hua Ling

机构 * National Engineering Research Center of Speech and Language Information Processing, University of Science and Technology of China（语音与语言信息处理国家工程研究中心，中国科学技术大学） ； State Key Laboratory of Cognitive Intelligence, iFLYTEK Research（认知智能国家重点实验室，iFLYTEK研究院） 纠错

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

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Ziyu Gong, Chengcheng Mai, Yihua Huang

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

Comments Comments: Update Title, Author, Abstract, etc

HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation

Loris Bergeron, Ioana Buhnila, Jérôme François, Radu State

机构 * Banque de Luxembourg（卢森堡银行） ； Center for Data Science in Humanities, Chosun University（人文数据科学中心，全州大学） ； ATILF, University of Lorraine–CNRS（ATILF，洛林大学–CNRS） ； SnT, University of Luxembourg（SnT，卢森堡大学） 纠错

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

Data Quality Challenges in Retrieval-Augmented Generation

Leopold Müller, Joshua Holstein, Sarah Bause, Gerhard Satzger, Niklas Kühl

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

Comments Preprint version. Accepted for presentation at the International Conference on Information Systems (ICIS 2025). Please cite the published version when available

RAGferee: Building Contextual Reward Models for Retrieval-Augmented Generation

Andrei C. Coman, Ionut-Teodor Sorodoc, Leonardo F. R. Ribeiro, Bill Byrne, James Henderson, Adrià de Gispert

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

Comments Accepted to EMNLP 2025 Main

GraphSearch: An Agentic Deep Searching Workflow for Graph Retrieval-Augmented Generation

Cehao Yang, Xiaojun Wu, Xueyuan Lin, Chengjin Xu, Xuhui Jiang, Yuanliang Sun, Jia Li, Hui Xiong, Jian Guo

机构 * IDEA Research, International Digital Economy Academy（IDEA研究机构、国际数字经济学院） ； Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； DataArc Tech Ltd.（DataArc科技有限公司） ； Hithink RoyalFlush Information Network Co., Ltd（Hithink皇家Flush信息网络有限公司） 纠错

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

An Automated Retrieval-Augmented Generation LLaMA-4 109B-based System for Evaluating Radiotherapy Treatment Plans

Junjie Cui, Peilong Wang, Jason Holmes, Leshan Sun, Michael L. Hinni, Barbara A. Pockaj, Sujay A. Vora, Terence T. Sio, William W. Wong, Nathan Y. Yu, Steven E. Schild, Joshua R. Niska, Sameer R. Keole, Jean-Claude M. Rwigema, Samir H. Patel, Lisa A. McGee, Carlos A. Vargas, Wei Liu

机构 * Mayo Clinic Arizona（梅奥诊所亚利桑那分校） 纠错

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

Comments 16 pages, 4 figures. Submitted to npj Digital Medicine

Game-Oriented ASR Error Correction via RAG-Enhanced LLM

Yan Jiang, Yongle Luo, Qixian Zhou, Elvis S. Liu

机构 * Tencent Games（腾讯游戏） 纠错

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

Journal ref 2025 IEEE Conference on Games (CoG), Lisbon, Portugal, 2025, pp. 1-8

Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation

Kaikai An, Fangkai Yang, Liqun Li, Junting Lu, Sitao Cheng, Shuzheng Si, Lu Wang, Pu Zhao, Lele Cao, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Baobao Chang

机构 * Peking University（北京大学） ； Microsoft（微软） ； Nanjing University（南京大学） 纠错

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 Accepted by EMNLP 2025

AIP: Subverting Retrieval-Augmented Generation via Adversarial Instructional Prompt

Saket S. Chaturvedi, Gaurav Bagwe, Lan Zhang, Xiaoyong Yuan

机构 * Clemson University（克莱姆森大学） 纠错

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

Comments Accepted at EMNLP 2025 Conference

ImpRAG: Retrieval-Augmented Generation with Implicit Queries

Wenzheng Zhang, Xi Victoria Lin, Karl Stratos, Wen-tau Yih, Mingda Chen

机构 * Rutgers University（新泽西罗格斯大学） ； FAIR, Meta（FAIR，Meta） 纠错

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

Comments Findings of EMNLP 2025

Towards an AI-based knowledge assistant for goat farmers based on Retrieval-Augmented Generation

Nana Han, Dong Liu, Tomas Norton

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

Boosting Data Utilization for Multilingual Dense Retrieval

Chao Huang, Fengran Mo, Yufeng Chen, Changhao Guan, Zhenrui Yue, Xinyu Wang, Jinan Xu, Kaiyu Huang

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

Comments Accepted by EMNLP 2025 (main)

Towards End-to-End Model-Agnostic Explanations for RAG Systems

Viju Sudhi, Sinchana Ramakanth Bhat, Max Rudat, Roman Teucher, Nicolas Flores-Herr

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

Comments Accepted to Workshop on Explainability in Information Retrieval (WExIR), SIGIR 2025 - July 17, 2025

Guided Decoding and Its Critical Role in Retrieval-Augmented Generation

Özgür Uğur, Musa Yılmaz, Esra Şavirdi, Özay Ezerceli, Mahmut El Huseyni, Selva Taş, Reyhan Bayraktar

机构 * Newmind AI Istanbul, Türkiye（新 mind AI 伊斯坦布尔，土耳其） 纠错

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

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation

Xinyu Gao, Xiangtao Meng, Yingkai Dong, Zheng Li, Shanqing Guo

机构 * School of Cyber Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； Department of Engineering Software, School of Civil Engineering, Shandong University（山东大学土木工程学院工程软件系） ； State Key Laboratory of Cryptography and Digital Economy Security, Shandong University（山东大学密码与数字经济安全国家重点实验室） ； Shandong Key Laboratory of Artificial Intelligence Security, Shandong University（山东省人工智能安全重点实验室） 纠错

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

Fishing for Answers: Exploring One-shot vs. Iterative Retrieval Strategies for Retrieval Augmented Generation

Huifeng Lin, Gang Su, Jintao Liang, You Wu, Rui Zhao, Ziyue Li

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

Comments under Review of EMNLP 2025

MobileRAG: Enhancing Mobile Agent with Retrieval-Augmented Generation

Gowen Loo, Chang Liu, Qinghong Yin, Xiang Chen, Jiawei Chen, Jingyuan Zhang, Yu Tian

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

FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation

Chanyeol Choi, Jihoon Kwon, Jaeseon Ha, Hojun Choi, Chaewoon Kim, Yongjae Lee, Jy-yong Sohn, Alejandro Lopez-Lira

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

Comments 10 pages, 3 figures, ICLR 2025 Workshop Advances in Financial AI

ReCode: Improving LLM-based Code Repair with Fine-Grained Retrieval-Augmented Generation

Yicong Zhao, Shisong Chen, Jiacheng Zhang, Zhixu Li

机构 * College of Computer Science and Artificial Intelligence（计算机科学与人工智能学院） ； Fudan University（复旦大学） ； Shanghai Institute of Artificial Intelligence for Education（教育人工智能研究所） ； East China Normal University（华东师范大学） ； School of Information, Renmin University of China（信息学院，中国人民大学） ； School of Smart Governance, Renmin University of China（智能治理学院，中国人民大学） 纠错

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

Comments Accepted by CIKM 2025

RAG-PRISM: A Personalized, Rapid, and Immersive Skill Mastery Framework with Adaptive Retrieval-Augmented Tutoring

Gaurangi Raul, Yu-Zheng Lin, Karan Patel, Bono Po-Jen Shih, Matthew W. Redondo, Banafsheh Saber Latibari, Jesus Pacheco, Soheil Salehi, Pratik Satam

机构 * College of Information Science, University of Arizona, Tucson, AZ, USA（信息科学学院，亚利桑那大学） ； Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA（电气与计算机工程系，亚利桑那大学） ； Department of Systems and Industrial Engineering, University of Arizona, Tucson, AZ, USA（系统与工业工程系，亚利桑那大学） ； Department of Industrial Engineering, University of Sonora, Hermosillo, Mexico（工业工程系，索诺拉大学） ； Leonhard Center for Enhancement of Engineering Education, The Pennsylvania State University, University Park, PA, USA（工程教育增强中心，宾夕法尼亚州立大学） 纠错

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

Comments 9 pages, 5 figures, Accepted by IEEE FIE 2025

GOSU: Retrieval-Augmented Generation with Global-Level Optimized Semantic Unit-Centric Framework

Xuecheng Zou, Ke Liu, Bingbing Wang, Huafei Deng, Li Zhang, Yu Tang

机构 * School of Future Science and Engineering, Soochow University（未来科学与工程学院，苏州大学） ； School of Mathematical Sciences, Soochow University（数学学院，苏州大学） ； School of Information Technology (Smart Campus Education Center), Suzhou Institute of Trade & Commerce（信息技术学院（智能校园教育中心），苏州贸易与商业学院） 纠错

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

RevPRAG: Revealing Poisoning Attacks in Retrieval-Augmented Generation through LLM Activation Analysis

Xue Tan, Hao Luan, Mingyu Luo, Xiaoyan Sun, Ping Chen, Jun Dai

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） ； Department of Computer Science, Worcester Polytechnic Institute（沃思堡理工学院计算机科学系） ； Institute of Big Data, Fudan University（复旦大学大数据研究院） 纠错

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

Comments Accepted to Findings of EMNLP 2025

ArgRAG: Explainable Retrieval Augmented Generation using Quantitative Bipolar Argumentation

Yuqicheng Zhu, Nico Potyka, Daniel Hernández, Yuan He, Zifeng Ding, Bo Xiong, Dongzhuoran Zhou, Evgeny Kharlamov, Steffen Staab

机构 * University of Stuttgart（斯图加特大学） ； Bosch Center for AI（博世人工智能中心） ； Cardiff University（卡迪夫大学） ； University of Oxford（牛津大学） ； University of Cambridge（剑桥大学） ； Stanford University（斯坦福大学） ； University of Oslo（奥斯陆大学） ； University of Southampton（南安普顿大学） 纠错

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

Context-Adaptive Synthesis and Compression for Enhanced Retrieval-Augmented Generation in Complex Domains

Peiran Zhou, Junnan Zhu, Yichen Shen, Ruoxi Yu

机构 * Kunming Medical University（昆明医科大学） 纠错

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