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