RAG / 检索增强生成

MME-RAG: Multi-Manager-Expert Retrieval-Augmented Generation for Fine-Grained Entity Recognition in Task-Oriented Dialogues

Liang Xue, Haoyu Liu, Yajun Tian, Xinyu Zhong, Yang Liu

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Byering Technology（Byering技术公司） 纠错

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

You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures

Shengyuan Chen, Chuang Zhou, Zheng Yuan, Qinggang Zhang, Zeyang Cui, Hao Chen, Yilin Xiao, Jiannong Cao, Xiao Huang

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

Comments This work has been accepted to AAAI'26

Hybrid Retrieval-Augmented Generation Agent for Trustworthy Legal Question Answering in Judicial Forensics

Yueqing Xi, Yifan Bai, Huasen Luo, Weiliang Wen, Hui Liu, Haoliang Li

机构 * Department of Electronic Engineering, City University of Hong Kong(DongGuan)（香港城市大学（东莞）电子工程系） ； Department of Electronic Engineering, City University of Hong Kong（香港城市大学电子工程系） 纠错

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

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths

Boyu Chen, Zirui Guo, Zidan Yang, Yuluo Chen, Junze Chen, Zhenghao Liu, Chuan Shi, Cheng Yang

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

REIC: RAG-Enhanced Intent Classification at Scale

Ziji Zhang, Michael Yang, Zhiyu Chen, Yingying Zhuang, Shu-Ting Pi, Qun Liu, Rajashekar Maragoud, Vy Nguyen, Anurag Beniwal

机构 * Amazon.com Inc（亚马逊公司） 纠错

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

Comments Accepted by EMNLP 2025 (Industry Track)

Aligning Extraction and Generation for Robust Retrieval-Augmented Generation

Hwanjun Song, Jeonghwan Choi, Minseok Kim

机构 * Meta ； Institute for Clarity in Documentation（清晰文档研究所） ； Inria Paris-Rocquencourt（Inria 巴黎-罗克quencourt 分所） ； Rajiv Gandhi University（拉朱·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） 纠错

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

Comments Accepted at ACM International Conference on Web Search and Data Mining (WSDM) 2026

A GPU-Accelerated RAG-Based Telegram Assistant for Supporting Parallel Processing Students

Guy Tel-Zur

机构 * Ben-Gurion University of the Negev（贝内-约尔大学） 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

RAGPulse: An Open-Source RAG Workload Trace to Optimize RAG Serving Systems

Zhengchao Wang, Yitao Hu, Jianing Ye, Zhuxuan Chang, Jiazheng Yu, Youpeng Deng, Keqiu Li

机构 * Tianjin University, China（天津大学） 纠错

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

Privacy Challenges and Solutions in Retrieval-Augmented Generation-Enhanced LLMs for Healthcare Chatbots: A Review of Applications, Risks, and Future Directions

Shaowei Guan, Hin Chi Kwok, Ngai Fong Law, Gregor Stiglic, Harry Qin, Vivian Hui

机构 * Centre for Smart Health, School of Nursing（智能健康中心、护理学院） ； The Hong Kong Polytechnic University（香港理工大学） ； Department of Electrical and Electronic Engineering（电子与电气工程系） ； Faculty of Health Sciences（健康科学学院） ； University of Maribor（马里博大学） 纠错

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

Comments 23 pages, 2 figures; Corrected typos and 2 references format, added a co-author

Grounded by Experience: Generative Healthcare Prediction Augmented with Hierarchical Agentic Retrieval

Chuang Zhao, Hui Tang, Hongke Zhao, Xiaofang Zhou, Xiaomeng Li

机构 * Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology（电子与计算机工程系，香港科技大学） ； College of Management and Economics, Laboratory of Computation and Analytics of Complex Management Systems (CACMS), Tianjin University（管理学院与经济学学院，复杂管理系统的计算与分析实验室，天津大学） ； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科技大学） 纠错

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

DataGen: Unified Synthetic Dataset Generation via Large Language Models

Yue Huang, Siyuan Wu, Chujie Gao, Dongping Chen, Qihui Zhang, Yao Wan, Tianyi Zhou, Jianfeng Gao, Chaowei Xiao, Lichao Sun, Xiangliang Zhang

机构 * University of Notre Dame（诺丁汉大学） ； Huazhong University of Science and Technology（华中科技大学） ； MBZUAI ； University of Washington（华盛顿大学） ； Peking University（北京大学） ； University of Maryland, College Park（马里兰大学学院市分校） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； Microsoft Research（微软研究院） ； Lehigh University（莱斯大学） 纠错

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

Aethorix v1.0: An Integrated Scientific AI Agent for Scalable Inorganic Materials Innovation and Industrial Implementation

Yingjie Shi, Yiru Gong, Yiqun Su, Suya Xiong, Jiale Han, Runtian Miao

专题命中 检索器与排序 ：knowledge retrieval(abstract)

Scalable Unit Harmonization in Medical Informatics via Bayesian-Optimized Retrieval and Transformer-Based Re-ranking

Jordi de la Torre

机构 * Data Science & Artificial Intelligence, Biopharma R&D（数据科学与人工智能、生物制药研发） ； AstraZeneca（阿斯利康） 纠错

专题命中 检索器与排序 ：hybrid retrieval(abstract)

Journal ref International Journal of Medical Informatics 206 (2026) 106180

Phase-Coded Memory and Morphological Resonance: A Next-Generation Retrieval-Augmented Generator Architecture

Denis V. Saklakov

专题命中 检索器与排序 ：RAG(abstract)

Comments 24 pages, 2 diagrams, conceptual white paper for cognitive AI and memory architecture research. Primary category cs.AI; secondary cs.NE and q-bio.NC

PolicyBot - Reliable Question Answering over Policy Documents

Gautam Nagarajan, Omir Kumar, Sudarsun Santhiappan

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering

Yihua Zhu, Qianying Liu, Akiko Aizawa, Hidetoshi Shimodaira

专题命中 知识库问答 ：RAG(abstract)；分类 cs.IR、cs.CL

Comments AAAI2026 Main Track

Chain-of-Conceptual-Thought Elicits Daily Conversation in Large Language Models

Qingqing Gu, Dan Wang, Yue Zhao, Xiaoyu Wang, Zhonglin Jiang, Yong Chen, Hongyan Li, Luo Ji

机构 * Geely AI Lab（Geely人工智能实验室） ； Beijing Institute of Technology（北京理工大学） 纠错

专题命中 知识库问答 ：RAG(abstract)；分类 cs.CL

Comments PRICAI 2025

Knowing Ourselves Through Others: Reflecting with AI in Digital Human Debates

Ichiro Matsuda, Komichi Takezawa, Katsuhito Muroi, Kensuke Katori, Ryosuke Hyakuta, Jingjing Li, Yoichi Ochiai

专题命中 长文档RAG ：RAG(abstract)

NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System

Shubham Kumar Nigam, Balaramamahanthi Deepak Patnaik, Shivam Mishra, Ajay Varghese Thomas, Noel Shallum, Kripabandhu Ghosh, Arnab Bhattacharya

机构 * Indian Institute of Technology Kanpur（印度理工学院坎浦尔分校） ； SRM Institute of Science and Technology（SRM科学与技术学院） ； Symbiosis Law School Pune（苏比斯法学院浦那分校） ； IISER Kolkata（印度科学研究所库勒卡布尔分校） ； University of Birmingham, Dubai, United Arab Emirates（布里斯托尔大学迪拜分校） 纠错

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

Comments Paper accepted in the AACL-IJCNLP 2025 conference

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction

Jie Zhang, Bo Tang, Wanzi Shao, Wenqiang Wei, Jihao Zhao, Jianqing Zhu, Zhiyu li, Wen Xi, Zehao Lin, Feiyu Xiong, Yanchao Tan

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

Comments Accepted by AAAI 2026

Automated Construction of Medical Indicator Knowledge Graphs Using Retrieval Augmented Large Language Models

Zhengda Wang, Daqian Shi, Jingyi Zhao, Xiaolei Diao, Xiongfeng Tang, Yanguo Qin

机构 * The second hospital of Jilin University Northeast Asia Active Aging Laboratory Jilin, China Email ； QMUL DERI \ Institute Of Health Informatics, Lonodn, UK Email ； QMUL School of Electronic Engineering \ Computer Science London, UK Email ； The second hospital of Jilin University College of Artificial Intelligence, \ University, Jilin, China Email 纠错

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

Comments 5 pages, 1 figure, 1 table. Accepted at AI4RWC@WI-IAT 2025

ReviewGraph: A Knowledge Graph Embedding Based Framework for Review Rating Prediction with Sentiment Features

A. J. W. de Vink, Natalia Amat-Lefort, Lifeng Han

机构 * LIACS, Leiden University（莱顿大学LIACS） ； LUMC, Leiden University（莱顿大学LUMC） 纠错

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

Comments Peer-reviewed and published version is in ICKG-2025 (The 16th IEEE International Conference on Knowledge Graphs, November 13-14, 2025, Limassol, Cyprus)

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

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

Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing

Mengying Wang, Chenhui Ma, Ao Jiao, Tuo Liang, Pengjun Lu, Shrinidhi Hegde, Yu Yin, Evren Gurkan-Cavusoglu, Yinghui Wu

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

Comments The 40th AAAI Conference on Artificial Intelligence (AAAI-26)

Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations

Fernando Spadea, Oshani Seneviratne

机构 * Rensselaer Polytechnic Institute（伦斯勒理工学院） 纠错

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

Comments 10 pages, 3 figures, RAGE-KG 2025

Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models

Yongwen Ren, Chao Wang, Peng Du, Chuan Qin, Dazhong Shen, Hui Xiong

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

MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System

Seung Hwan Cho, Yujin Yang, Danik Baeck, Minjoo Kim, Young-Min Kim, Heejung Lee, Sangjin Park

机构 * Department of Industrial Data Engineering, Hanyang University, Republic of Korea（工业数据工程系，翰阳大学） ； School of Interdisciplinary Industrial Studies, Hanyang University, Republic of Korea（跨学科工业研究学院，翰阳大学） 纠错

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

Comments 13 pages, 2 figures, Accepted at RDGENAI at CIKM 2025 workshop

MonkeyOCR v1.5 Technical Report: Unlocking Robust Document Parsing for Complex Patterns

Jiarui Zhang, Yuliang Liu, Zijun Wu, Guosheng Pang, Zhili Ye, Yupei Zhong, Junteng Ma, Tao Wei, Haiyang Xu, Weikai Chen, Zeen Wang, Qiangjun Ji, Fanxi Zhou, Qi Zhang, Yuanrui Hu, Jiahao Liu, Zhang Li, Ziyang Zhang, Qiang Liu, Xiang Bai

机构 * KingSoft Office Zhuiguang AI Lab（金山办公紫光人工智能实验室） ； Huazhong University of Science and Technology（华中科技大学） 纠错

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

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Zarreen Reza, Alexander Mazur, Michael T. Dugdale, Robin Ray-Chaudhuri

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

BudgetLeak: Membership Inference Attacks on RAG Systems via the Generation Budget Side Channel

Hao Li, Jiajun He, Guangshuo Wang, Dengguo Feng, Zheng Li, Min Zhang

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