RAG / 检索增强生成

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

机构 * 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 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to SIGMOD 2026

Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives

Gang Chen, Changshuo Liu, Gene Anne Ooi, Marcus Tan, Zhongle Xie, Jianwei Yin, James Wei Luen Yip, Wenqiao Zhang, Jiaqi Zhu, Beng Chin Ooi

机构 * College of Computer Science and Technology, Zhejiang University, Hangzhou 310027, China（浙江大学计算机科学与技术学院） ； College of Software Technology, Zhejiang University, Ningbo 315100, China（浙江大学软件技术学院） ； School of Computing, National University of Singapore, Singapore 117417（新加坡国立大学计算机学院） ； Singapore General Hospital, Singapore 169608（新加坡中央医院） ； National University Hospital, Singapore 119074（新加坡国立医院） 纠错

专题命中 检索器与排序 ：vector search(abstract)；knowledge retrieval(abstract)；分类 cs.AI

RefleXGen:The unexamined code is not worth using

Bin Wang, Hui Li, AoFan Liu, BoTao Yang, Ao Yang, YiLu Zhong, Weixiang Huang, Yanping Zhang, Runhuai Huang, Weimin Zeng

机构 * 1 School of Electronic ； Computer Engineering,Peking University 2 Apability \& Platform Business Dept., China Mobile Internet Co. 3 China Telecom Cloud Technology Co., Ltd. 纠错

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

Journal ref ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025, pp. 1-5

Mubeen AI: A Specialized Arabic Language Model for Heritage Preservation and User Intent Understanding

Mohammed Aljafari, Ismail Alturki, Ahmed Mori, Yehya Kadumi

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

Comments 21 pages, 2 figures, 3 tables. Includes appendices on ethical guidelines and training framework. Submitted September 04, 2025

RaCoT: Plug-and-Play Contrastive Example Generation Mechanism for Enhanced LLM Reasoning Reliability

Kaitong Cai, Jusheng Zhang, Yijia Fan, Jing Yang, Keze Wang

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

Algorithmic Fairness in NLP: Persona-Infused LLMs for Human-Centric Hate Speech Detection

Ewelina Gajewska, Arda Derbent, Jaroslaw A Chudziak, Katarzyna Budzynska

机构 * Warsaw University of Technology（华沙技术大学） 纠错

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

Comments This paper has been accepted for the upcoming 59th Hawaii International Conference on System Sciences (HICSS-59), 2026, Hawaii, USA. The final published version will appear in the official conference proceedings

RAGRouter: Learning to Route Queries to Multiple Retrieval-Augmented Language Models

Jiarui Zhang, Xiangyu Liu, Yong Hu, Chaoyue Niu, Fan Wu, Guihai Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； WeChat, Tencent Inc（微信、腾讯公司） 纠错

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

Retrieval-Augmented Test Generation: How Far Are We?

Jiho Shin, Nima Shiri Harzevili, Reem Aleithan, Hadi Hemmati, Song Wang

机构 * York University（约克大学） 纠错

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

Comments 11 pages + reference. Accepted as Research Track Paper at ICSE'26

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation

Xujun Peng, Anoop Kumar, Jingyu Wu, Parker Glenn, Daben Liu

机构 * AI Foundations, Capital One McLean, VA, USA（AI基础研究，Capital One麦莱恩，美国弗吉尼亚州） 纠错

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

Comments EMNLP 2025 Industry track

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Jiani Huang, Xingchen Zou, Lianghao Xia, Qing Li

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

Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation

Zhiqi Huang, Vivek Datla, Chenyang Zhu, Alfy Samuel, Daben Liu, Anoop Kumar, Ritesh Soni

机构 * Capital One 纠错

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

Comments UncertaiNLP at EMNLP 2025

Taming a Retrieval Framework to Read Images in Humanlike Manner for Augmenting Generation of MLLMs

Suyang Xi, Chenxi Yang, Hong Ding, Yiqing Ni, Catherine C. Liu, Yunhao Liu, Chengqi Zhang

机构 * Emory University（埃默里大学） ； University of Electronic Science and Technology of China（电子科技大学） ； University of Illinois Chicago（伊利诺伊大学香槟分校） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments 12 pages, 5 figures

SEER: Sustainability Enhanced Engineering of Software Requirements

Mandira Roy, Novarun Deb, Nabendu Chaki, Agostino Cortesi

机构 * Ca' Foscari University（卡沃斯卡里大学） ； University of Calgary（卡尔加里大学） ； University of Calcutta（加尔各答大学） 纠错

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

Comments Main Paper: 32 pages, References: 3 pages, Appendix: 13 pages. Submitted to the Journal of Systems and Software, Elsevier

RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation

Xianfeng Tan, Yuhan Li, Wenxiang Shang, Yubo Wu, Jian Wang, Xuanhong Chen, Yi Zhang, Ran Lin, Bingbing Ni

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments Accept by ICCV 2025 (Highlight). Project website: https://colorful-liyu.github.io/RAGDiffusion-page/

Haibu Mathematical-Medical Intelligent Agent:Enhancing Large Language Model Reliability in Medical Tasks via Verifiable Reasoning Chains

Yilun Zhang, Dexing Kong

机构 * Zhejiang Qiushi Institute of Mathematical Medicine（浙江启思数学医学研究院） ； School of Mathematical Sciences, Zhejiang University（浙江大学数学科学学院） 纠错

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

DeepV: A Model-Agnostic Retrieval-Augmented Framework for Verilog Code Generation with a High-Quality Knowledge Base

Zahin Ibnat, Paul E. Calzada, Rasin Mohammed Ihtemam, Sujan Kumar Saha, Jingbo Zhou, Farimah Farahmandi, Mark Tehranipoor

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments 22 pages, 6 figures

Agent-Enhanced Large Language Models for Researching Political Institutions

Joseph R. Loffredo, Suyeol Yun

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

Comments 46 pages, 6 figures

Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness

Lingnan Xu, Chong Feng, Kaiyuan Zhang, Liu Zhengyong, Wenqiang Xu, Fanqing Meng

机构 * School of Computer Science, Beijing Institute of Technology（计算机学院，北京理工大学） ； Ant Group（蚂蚁集团） ； Southeast Academy of Information Technology, Beijing Institute of Technology（信息科技东南学院，北京理工大学） 纠错

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

Comments EMNLP2025 Findings

Automatic Building Code Review: A Case Study

Hanlong Wan, Weili Xu, Michael Rosenberg, Jian Zhang, Aysha Siddika

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

MobiLLM: An Agentic AI Framework for Closed-Loop Threat Mitigation in 6G Open RANs

Prakhar Sharma, Haohuang Wen, Vinod Yegneswaran, Ashish Gehani, Phillip Porras, Zhiqiang Lin

机构 * SRI ； The Ohio State University（俄亥俄州立大学） 纠错

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

Retrieval-Augmented Framework for LLM-Based Clinical Decision Support

Leon Garza, Anantaa Kotal, Michael A. Grasso, Emre Umucu

机构 * Dept. of Computer Science, The University of Texas at El Paso, USA（计算机科学系，德克萨斯大学埃尔帕索分校） ； Dept. of Emergency Medicine, University of Maryland School of Medicine, USA（急诊医学系，马里兰大学医学院） ； Dept. of Public Health Sciences, The University of Texas at El Paso, USA（公共卫生科学系，德克萨斯大学埃尔帕索分校） 纠错

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

Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation

Harsh Chaudhari, Giorgio Severi, John Abascal, Anshuman Suri, Matthew Jagielski, Christopher A. Choquette-Choo, Milad Nasr, Cristina Nita-Rotaru, Alina Oprea

机构 * Northeastern University（东北大学） ； OpenAI 纠错

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

Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG

Kai Guo, Xinnan Dai, Shenglai Zeng, Harry Shomer, Haoyu Han, Yu Wang, Jiliang Tang

机构 * Michigan State University（密歇根州立大学） ； University of Texas at Arlington（德克萨斯大学阿灵顿分校） ； University of Oregon（俄勒冈大学） 纠错

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

ConfRAG: Confidence-Guided Retrieval-Augmenting Generation

Yin Huang, Yifan Ethan Xu, Kai Sun, Vera Yan, Alicia Sun, Haidar Khan, Jimmy Nguyen, Jingxiang Chen, Mohammad Kachuee, Zhaojiang Lin, Yue Liu, Aaron Colak, Anuj Kumar, Wen-tau Yih, Xin Luna Dong

机构 * Meta Reality Labs（Meta现实实验室） ； FAIR at Meta（Meta的FAIR） 纠错

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

Comments 10 pages main content, 7 pages appendix, 6 figures, 10 tables

Bridging Language Models and Formal Methods for Intent-Driven Optical Network Design

Anis Bekri, Amar Abane, Abdella Battou, Saddek Bensalem

机构 * National Institute of Standards and Technology（美国国家标准技术研究院） 纠错

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

Comments Accepted at AICCSA 2025

RAR$^2$: Retrieval-Augmented Medical Reasoning via Thought-Driven Retrieval

Kaishuai Xu, Wenjun Hou, Yi Cheng, Wenjie Li

机构 * Department of Computing, The Hong Kong Polytechnic University（计算机系，香港理工大学） ； Research Institute of Trustworthy Autonomous Systems and Department of Computer Science and Engineering, Southern University of Science and Technology（可信自主系统研究院和计算机科学与工程系，南方科技大学） 纠错

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

Comments Accepted by EMNLP 2025 Findings

FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis

Tianshi Cai, Guanxu Li, Nijia Han, Ce Huang, Zimu Wang, Changyu Zeng, Yuqi Wang, Jingshi Zhou, Haiyang Zhang, Qi Chen, Yushan Pan, Shuihua Wang, Wei Wang

机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China（先进技术学院，西安交通大学利物浦大学，苏州，中国） ； School of Science, Xi’an Jiaotong-Liverpool University, Suzhou, China（科学学院，西安交通大学利物浦大学，苏州，中国） ； School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China（人工智能与高级计算学院，西安交通大学利物浦大学，苏州，中国） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学，上海，中国） 纠错

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

Comments Accepted at FinNLP@EMNLP 2025. Camera-ready version

Enterprise AI Must Enforce Participant-Aware Access Control

Shashank Shreedhar Bhatt, Tanmay Rajore, Khushboo Aggarwal, Ganesh Ananthanarayanan, Ranveer Chandra, Nishanth Chandran, Suyash Choudhury, Divya Gupta, Emre Kiciman, Sumit Kumar Pandey, Srinath Setty, Rahul Sharma, Teijia Zhao

机构 * Microsoft Corporation（微软公司） 纠错

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

Evolution of Kernels: Automated RISC-V Kernel Optimization with Large Language Models

Siyuan Chen, Zhichao Lu, Qingfu Zhang

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

Comments Technical report

GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search

Matan Ben-Tov, Mahmood Sharif

机构 * Tel Aviv University（特拉维夫大学） 纠错

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

Comments Accepted at ACM CCS 2025