RAG / 检索增强生成

Question Decomposition for Retrieval-Augmented Generation

Paul J. L. Ammann, Jonas Golde, Alan Akbik

机构 * Humboldt-Universität zu Berlin（柏林洪堡大学） 纠错

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

Comments Accepted to ACL SRW 2025. 9 Pages, 2 Figures, 4 Tables

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval

Yongsheng Lian

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

Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal Factuality

Naihe Feng, Yi Sui, Shiyi Hou, Jesse C. Cresswell, Ga Wu

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

Comments Accepted by SIGIR 2025 short paper, 5 pages, Code is available at https://github.com/n4feng/ResponseQualityAssessment

heiDS at ArchEHR-QA 2025: From Fixed-k to Query-dependent-k for Retrieval Augmented Generation

Ashish Chouhan, Michael Gertz

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

Comments 12 pages, 2 figures, 6 tables, Workshop on BioNLP and Shared Tasks at ACL 2025

GenDFIR: Advancing Cyber Incident Timeline Analysis Through Retrieval Augmented Generation and Large Language Models

Fatma Yasmine Loumachi, Mohamed Chahine Ghanem, Mohamed Amine Ferrag

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 24 pages V5.3

SGIC: A Self-Guided Iterative Calibration Framework for RAG

Guanhua Chen, Yutong Yao, Lidia S. Chao, Xuebo Liu, Derek F. Wong

机构 * NLP 2 CT Lab, Department of Computer and Information Science, University of Macau（自然语言处理2CT实验室，计算机与信息科学系，澳门大学） ； Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（计算与智能学院，哈尔滨工业大学深圳校区，中国） 纠错

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

RePCS: Diagnosing Data Memorization in LLM-Powered Retrieval-Augmented Generation

Le Vu Anh, Nguyen Viet Anh, Mehmet Dik, Luong Van Nghia

机构 * 1 Institute of Information Technology, Vietnam Academy of Science ； 2 Institute of Information Technology, Vietnam Academy of Science ； 3 Department of Mathematics, Computer Science \& Physics, Rockford University, Illinois, United States Email ； 4 Department of Information Technology, Dong A University, Da Nang, Vietnam Email 纠错

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

Comments 11 pages, 7 figures, 5 tables

Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Xueying Du, Geng Zheng, Kaixin Wang, Yi Zou, Yujia Wang, Wentai Deng, Jiayi Feng, Mingwei Liu, Bihuan Chen, Xin Peng, Tao Ma, Yiling Lou

机构 * Fudan University（复旦大学） ； Alibaba Group（阿里巴巴集团） ； Sun Yat-sen University（中山大学） 纠错

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

Accelerating Causal Network Discovery of Alzheimer Disease Biomarkers via Scientific Literature-based Retrieval Augmented Generation

Xiaofan Zhou, Liangjie Huang, Pinyang Cheng, Wenpen Yin, Rui Zhang, Wenrui Hao, Lu Cheng

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

Comments 9 pages, under review

Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis

Heydar Soudani, Evangelos Kanoulas, Faegheh Hasibi

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

Enhancing LLM-Based Short Answer Grading with Retrieval-Augmented Generation

Yucheng Chu, Peng He, Hang Li, Haoyu Han, Kaiqi Yang, Yu Xue, Tingting Li, Joseph Krajcik, Jiliang Tang

机构 * Michigan State University（密歇根州立大学） ； Washington State University（华盛顿州立大学） 纠错

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

Comments EDM 2025 Short Paper

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