RAG / 检索增强生成

Entriever: Energy-based Retriever for Knowledge-Grounded Dialog Systems

Yucheng Cai, Ke Li, Yi Huang, Junlan Feng, Zhijian Ou

机构 * SPMI Lab, EE Department, Tsinghua University（清华大学电子工程系SPMI实验室） ； China Mobile Research Institute（中国移动研究院） 纠错

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

Comments Accepted by ACL2025 Findings

Investigating Language Preference of Multilingual RAG Systems

Jeonghyun Park, Hwanhee Lee

机构 * Department of Artificial Intelligence, Chung-Ang University, Seoul, Korea（人工智能系， Chung-Ang 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

Comments ACL 2025 Findings

Adversarial Threat Vectors and Risk Mitigation for Retrieval-Augmented Generation Systems

Chris M. Ward, Josh Harguess

机构 * Fire Mountain Labs 纠错

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

Comments SPIE DCS: Proceedings Volume Assurance and Security for AI-enabled Systems 2025

Retrieval Augmented Generation based Large Language Models for Causality Mining

Thushara Manjari Naduvilakandy, Hyeju Jang, Mohammad Al Hasan

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 13 pages, 6 figures, published in knowledgeNLP-NAACL2025

The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems

Hongru Song, Yu-an Liu, Ruqing Zhang, Jiafeng Guo, Jianming Lv, Maarten de Rijke, Xueqi Cheng

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

Comments 18 pages,accepted by ACL25 findings

MoC: Mixtures of Text Chunking Learners for Retrieval-Augmented Generation System

Jihao Zhao, Zhiyuan Ji, Zhaoxin Fan, Hanyu Wang, Simin Niu, Bo Tang, Feiyu Xiong, Zhiyu Li

机构 * School of Information, Renmin University of China（中国人民大学信息学院） ； Institute for Advanced Algorithms Research（高级算法研究所） 纠错

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

Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking

Robin D. Pesl, Jerin G. Mathew, Massimo Mecella, Marco Aiello

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 arXiv admin note: substantial text overlap with arXiv:2411.19804

Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval Augmented Generation Across Learning Style

Debdeep Sanyal, Agniva Maiti, Umakanta Maharana, Dhruv Kumar, Ankur Mali, C. Lee Giles, Murari Mandal

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

Comments 38 Pages

Benchmarking Poisoning Attacks against Retrieval-Augmented Generation

Baolei Zhang, Haoran Xin, Jiatong Li, Dongzhe Zhang, Minghong Fang, Zhuqing Liu, Lihai Nie, Zheli Liu

机构 * Nankai University（南开大学） ； University of Louisville（路易斯安那大学） ； University of North Texas（北卡罗来纳州立大学） 纠错

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

Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps

Jie Ou, Jinyu Guo, Shuaihong Jiang, Zhaokun Wang, Libo Qin, Shunyu Yao, Wenhong Tian

机构 * School of Information and Software Engineering, University of Electronic Science and Technology of China（电子科技大学信息与软件工程学院） ； Central South University（中南大学） ； Big data and artificial intelligent institute, China Telecom Research Institute（中国电信大数据与人工智能研究院） 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 at Findings of ACL 2025

Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent

Yangning Li, Yinghui Li, Xinyu Wang, Yong Jiang, Zhen Zhang, Xinran Zheng, Hui Wang, Hai-Tao Zheng, Philip S. Yu, Fei Huang, Jingren Zhou

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； Tongyi Lab, Alibaba Group（阿里云实验室） ； University College London（伦敦大学学院） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

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

Optimizing Retrieval-Augmented Generation for Electrical Engineering: A Case Study on ABB Circuit Breakers

Salahuddin Alawadhi, Noorhan Abbas

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 17 pages, 4 figures, published in CSIT Vol. 15, 2025. DOI: 10.5121/csit.2025.150905

Journal ref Computer Science and Information Technology, Vol. 15, 2025, pp. 59-77

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation

Yuelyu Ji, Rui Meng, Zhuochun Li, Daqing He

机构 * University of Pittsburgh（匹兹堡大学） ； Google Cloud AI Research（谷歌云人工智能研究） 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

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Muhammed Rizwan, Lars Carlsson, Mohammad Loni

机构 * Department of Computer Science, Jönköping University（计算机科学系，约翰科普ิง大学） ； Department of Future Solutions, Volvo Construction Equipment（未来解决方案部，沃尔沃建筑设备公司） 纠错

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

TrustRAG: Enhancing Robustness and Trustworthiness in Retrieval-Augmented Generation

Huichi Zhou, Kin-Hei Lee, Zhonghao Zhan, Yue Chen, Zhenhao Li, Zhaoyang Wang, Hamed Haddadi, Emine Yilmaz

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

Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems

Hongru Song, Yu-an Liu, Ruqing Zhang, Jiafeng Guo, Yixing Fan

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

Comments 7 pages,3 figures

Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation

Jiankun Zhang, Shenglai Zeng, Jie Ren, Tianqi Zheng, Hui Liu, Xianfeng Tang, Hui Liu, Yi Chang

机构 * Michigan State University（密歇根州立大学） ； Jilin University（吉林大学） 纠错

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

Optimizing Retrieval Augmented Generation for Object Constraint Language

Kevin Chenhao Li, Vahid Zolfaghari, Nenad Petrovic, Fengjunjie Pan, Alois Knoll

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

Unveiling Knowledge Utilization Mechanisms in LLM-based Retrieval-Augmented Generation

Yuhao Wang, Ruiyang Ren, Yucheng Wang, Wayne Xin Zhao, Jing Liu, Hua Wu, Haifeng Wang

机构 * GSAI, Renmin University of China（人工智能研究院，中国人民大学） ； Baidu Inc.（百度公司） 纠错

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

Comments SIGIR 2025

DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation

Hanghui Guo, Jia Zhu, Shimin Di, Weijie Shi, Zhangze Chen, Jiajie Xu

机构 * Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University（浙江智能教育技术与应用重点实验室，浙江师范大学） ； School of Computer Science and Technology, Zhejiang Normal University（浙江师范大学计算机科学与技术学院） ； School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Department of Computer Science and Engineering, Hong Kong University of Science and Technology（香港科技大学计算机科学与工程系） ； School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） 纠错

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

Comments Accepted to ACL2025 Main

Leveraging Graph Retrieval-Augmented Generation to Support Learners' Understanding of Knowledge Concepts in MOOCs

Mohamed Abdelmagied, Mohamed Amine Chatti, Shoeb Joarder, Qurat Ul Ain, Rawaa Alatrash

机构 * Social Computing Group, Faculty of Computer Science, University of Duisburg-Essen（社会计算组、计算机科学学院、杜伊斯堡- Essen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 at EMOOCs 2025

XRAG: Cross-lingual Retrieval-Augmented Generation

Wei Liu, Sony Trenous, Leonardo F. R. Ribeiro, Bill Byrne, Felix Hieber

机构 * Heidelberg Institute for Theoretical Studies gGmbH（海德堡理论研究所） ； Amazon AGI（亚马逊人工智能研究院） 纠错

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

Enhancing Thyroid Cytology Diagnosis with RAG-Optimized LLMs and Pa-thology Foundation Models

Hussien Al-Asi, Jordan P Reynolds, Shweta Agarwal, Bryan J Dangott, Aziza Nassar, Zeynettin Akkus

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

Towards Requirements Engineering for RAG Systems

Tor Sporsem, Rasmus Ulfsnes

机构 * SINTEF & NTNU（SINTEF与NTNU） 纠错

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

Comments Accepted to EASE 2025, 17-20 June, Istanbul, Turkey

LLM-Independent Adaptive RAG: Let the Question Speak for Itself

Maria Marina, Nikolay Ivanov, Sergey Pletenev, Mikhail Salnikov, Daria Galimzianova, Nikita Krayko, Vasily Konovalov, Alexander Panchenko, Viktor Moskvoretskii

机构 * Skoltech（斯克里普切夫斯基技术大学） ； AIRI（人工智能研究所） ； HSE University（俄罗斯高等经济大学） ； MTS AI（MTS人工智能） ； MIPT（莫斯科物理技术学院） 纠错

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

Comments 11 pages, 5 figures, 2 tables

Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use

Justin Ho, Alexandra Colby, William Fisher

机构 * Harvard Business School（哈佛商学院） ； Harvard Law School（哈佛法学院） 纠错

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

Comments Submitted to the 7th Workshop on Automated Semantic Analysis of Information in Legal Text. 8 pages, 5 Figures

KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative Documents

Hsin-Ling Hsu, Ping-Sheng Lin, Jing-Di Lin, Jengnan Tzeng

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

Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation

Qianren Mao, Qili Zhang, Hanwen Hao, Zhentao Han, Runhua Xu, Weifeng Jiang, Qi Hu, Zhijun Chen, Tyler Zhou, Bo Li, Yangqiu Song, Jin Dong, Jianxin Li, Philip S. Yu

机构 * Zhongguancun Laboratory（中关村实验室） ； School of Computer Science and Engineering, Beihang University（北京航空航天大学计算机科学与工程学院） ； Nanyang Technological University（南洋理工大学） ； Hong Kong University of Science and Technology（香港科技大学） ； Beijing Academy of Blockchain and Edge Computing（北京区块链与边缘计算研究院） ； Department of Computer Science, University of Illinois（伊利诺伊大学计算机科学系） 纠错

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

Synergizing RAG and Reasoning: A Systematic Review

Yunfan Gao, Yun Xiong, Yijie Zhong, Yuxi Bi, Ming Xue, Haofen Wang

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

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments

Dachun Sun, You Lyu, Jinning Li, Yizhuo Chen, Tianshi Wang, Tomoyoshi Kimura, Tarek Abdelzaher

机构 * Department of Computer Science University of Illinois Urbana-Champaign（计算机科学系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 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI