RAG / 检索增强生成

Q-RAG: Long Context Multi-step Retrieval via Value-based Embedder Training

Artyom Sorokin, Nazar Buzun, Alexander Anokhin, Oleg Inozemcev, Egor Vedernikov, Petr Anokhin, Mikhail Burtsev, Trushkov Alexey, Yin Wenshuai, Evgeny Burnaev

机构 * AXXX ； Applied AI Institute（应用人工智能研究所） ； Research Center of the Artificial Intelligence Institute（人工智能研究所研究部） ； London Institute for Mathematical Sciences（伦敦数学科学研究所） ； Higher School of Economics（高等经济学院） 纠错

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

Comments 16 pages, 3 figures, 2 tables

Secure Retrieval-Augmented Generation against Poisoning Attacks

Zirui Cheng, Jikai Sun, Anjun Gao, Yueyang Quan, Zhuqing Liu, Xiaohua Hu, Minghong Fang

机构 * National University of Singapore（新加坡国立大学） ； University of Louisville（路易斯维尔大学） ； University of North Texas（北卡罗来纳州立大学） ； Drexel University（德雷塞尔大学） 纠错

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

Comments To appear in IEEE BigData 2025

TERAG: Token-Efficient Graph-Based Retrieval-Augmented Generation

Qiao Xiao, Hong Ting Tsang, Jiaxin Bai

机构 * Cornell University（康奈尔大学） ； Hong Kong University of Science and Technology（香港理工大学） 纠错

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

Comments 16 pages, 3 figures, 4 tables. Code available at https://github.com/wocqcm2/TERAG

LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora

Luyao Zhuang, Shengyuan Chen, Yilin Xiao, Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Xiao Huang

机构 * The Department of Computing, Hong Kong Polytechnic University, Hong Kong SAR（香港理工大学计算机系） 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

DMA: Online RAG Alignment with Human Feedback

Yu Bai, Yukai Miao, Dawei Wang, Li Chen, Fei Long, Rundi Zhai, Dan Li, Yanyu Ren, Tianfeng Liu, Hongtao Xie, Ce Yang, Xuhui Cai

机构 * Zhongguancun Laboratory（中关村实验室） ； Tsinghua University（清华大学） ； China Mobile Communications Group Co., Ltd.（中国移动通信集团有限公司） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

ASVRI-Legal: Fine-Tuning LLMs with Retrieval Augmented Generation for Enhanced Legal Regulation

One Octadion, Bondan Sapta Prakoso, Nanang Yudi Setiawan, Novanto Yudistira

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 11 pages (including references), 2 figures, 4 tables, published in Atlantis Press (Open Access under CC BY-NC 4.0 license)

Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval

Ruiyi Yang, Hao Xue, Imran Razzak, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Technology Innovation Institute（技术创新研究所） 纠错

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

Comments 15 pages, 3 figures

Cache Mechanism for Agent RAG Systems

Shuhang Lin, Zhencan Peng, Lingyao Li, Xiao Lin, Xi Zhu, Yongfeng Zhang

机构 * Rutgers University（新泽西州立大学） ； University of South Florida（佛罗里达州立大学） ； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Evaluating Cultural Knowledge Processing in Large Language Models: A Cognitive Benchmarking Framework Integrating Retrieval-Augmented Generation

Hung-Shin Lee, Chen-Chi Chang, Ching-Yuan Chen, Yun-Hsiang Hsu

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

Comments This paper has been accepted by The Electronic Library, and the full article is now available on Emerald Insight

Retrieval Augmented Generation-Enhanced Distributed LLM Agents for Generalizable Traffic Signal Control with Emergency Vehicles

Xinhang Li, Qing Guo, Junyu Chen, Zheng Guo, Shengzhe Xu, Lei Li, Lin Zhang

机构 * School of Artificial Intelligence, Beijing University of Posts（人工智能学院，北京邮电大学） ； Beijing Big Data Center（北京大数据中心） 纠错

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

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation

Hao Chen, Yukun Yan, Sen Mei, Wanxiang Che, Zhenghao Liu, Qi Shi, Xinze Li, Yuchun Fan, Pengcheng Huang, Qiushi Xiong, Zhiyuan Liu, Maosong Sun

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

M-Eval: A Heterogeneity-Based Framework for Multi-evidence Validation in Medical RAG Systems

Mengzhou Sun, Sendong Zhao, Jianyu Chen, Haochun Wang, Bin Qin

机构 * Faculty of Computing（计算学院） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Leveraging Approximate Caching for Faster Retrieval-Augmented Generation

Shai Bergman, Anne-Marie Kermarrec, Diana Petrescu, Rafael Pires, Mathis Randl, Martijn de Vos, Ji Zhang

机构 * Huawei Research（华为研究） 纠错

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

Comments Accepted at Middleware '25

InterpDetect: Interpretable Signals for Detecting Hallucinations in Retrieval-Augmented Generation

Likun Tan, Kuan-Wei Huang, Joy Shi, Kevin Wu

机构 * Pegasi AI, NYC（Pegasi AI，纽约市） 纠错

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

Balancing Fine-tuning and RAG: A Hybrid Strategy for Dynamic LLM Recommendation Updates

Changping Meng, Hongyi Ling, Jianling Wang, Yifan Liu, Shuzhou Zhang, Dapeng Hong, Mingyan Gao, Onkar Dalal, Ed Chi, Lichan Hong, Haokai Lu, Ningren Han

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

Comments RecSys 2025 Industry Track

XGen-Q: An Explainable Domain-Adaptive LLM Framework with Retrieval-Augmented Generation for Software Security

Hamed Jelodar, Mohammad Meymani, Roozbeh Razavi-Far, Ali A. Ghorbani

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

HyperGraphRAG: Retrieval-Augmented Generation via Hypergraph-Structured Knowledge Representation

Haoran Luo, Haihong E, Guanting Chen, Yandan Zheng, Xiaobao Wu, Yikai Guo, Qika Lin, Yu Feng, Zemin Kuang, Meina Song, Yifan Zhu, Luu Anh Tuan

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Nanyang Technological University（南洋理工大学） ； Beijing Institute of Computer Technology and Application（北京计算机技术与应用研究所） ； National University of Singapore（新加坡国立大学） ； China Mobile Research Institute（中国移动研究院） ； Beijing Anzhen Hospital, Capital Medical University（首都医科大学北京安贞医院） 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 by NeurIPS 2025 main conference

Journal ref NeurIPS 2025

Can Knowledge-Graph-based Retrieval Augmented Generation Really Retrieve What You Need?

Junchi Yu, Yujie Liu, Jindong Gu, Philip Torr, Dongzhan Zhou

机构 * Department of Engineering Science, University of Oxford, UK（牛津大学工程科学系） ； Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） 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 NeurIPS 2025 (Spotlight)

Concise and Sufficient Sub-Sentence Citations for Retrieval-Augmented Generation

Guo Chen, Qiuyuan Li, Qiuxian Li, Hongliang Dai, Xiang Chen, Piji Li

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

Who Taught the Lie? Responsibility Attribution for Poisoned Knowledge in Retrieval-Augmented Generation

Baolei Zhang, Haoran Xin, Yuxi Chen, Zhuqing Liu, Biao Yi, Tong Li, Lihai Nie, Zheli Liu, Minghong Fang

机构 * Nankai University（南开大学） ； University of North Texas（北德克萨斯大学） ； University of Louisville（路易斯维尔大学） 纠错

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

Comments To appear in the IEEE Symposium on Security and Privacy, 2026

Traceback of Poisoning Attacks to Retrieval-Augmented Generation

Baolei Zhang, Haoran Xin, Minghong Fang, Zhuqing Liu, Biao Yi, Tong Li, Zheli Liu

机构 * CCS\&CS, DISSec, Nankai University（计算机科学与技术系、信息安全与保密系、南开大学） ； University of Louisville（路易斯维尔大学） ； University of North Texas（北德克萨斯大学） 纠错

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

Comments Accepted by The Web Conference 2025

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