RAG / 检索增强生成

Exposing Privacy Risks in Graph Retrieval-Augmented Generation

Jiale Liu, Jiahao Zhang, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） 纠错

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

Test-time Corpus Feedback: From Retrieval to RAG

Mandeep Rathee, V Venktesh, Sean MacAvaney, Avishek Anand

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

Comments 18 pages, 1 figure

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown

Bowen Wang, Zhouqiang Jiang, Yasuaki Susumu, Shotaro Miwa, Tianwei Chen, Yuta Nakashima

机构 * Osaka University（大阪大学） ； Mitsubishi Electric Corp.（三菱电机公司） 纠错

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

Comments Aligned with ICCV 2025 camera-ready version

An Embodied AR Navigation Agent: Integrating BIM with Retrieval-Augmented Generation for Language Guidance

Hsuan-Kung Yang, Tsu-Ching Hsiao, Ryoichiro Oka, Ryuya Nishino, Satoko Tofukuji, Norimasa Kobori

机构 * Woven by Toyota, Inc., Japan（丰田公司，日本） 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, 9 figures, accepted to IEEE ISMAR 2025

HyST: LLM-Powered Hybrid Retrieval over Semi-Structured Tabular Data

Jiyoon Myung, Jihyeon Park, Joohyung Han

机构 * PrompTart LAB, MODULABS（PrompTart实验室，MODULABS） 纠错

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

Comments Accepted at the 2nd EARL Workshop on Evaluating and Applying Recommender Systems with Large Language Models (RecSys 2025)

Beyond Semantic Similarity: Reducing Unnecessary API Calls via Behavior-Aligned Retriever

Yixin Chen, Ying Xiong, Shangyu Wu, Yufei Cui, Xue Liu, Nan Guan, Chun Jason Xue

机构 * City University of Hong Kong（香港城市大学） ； Mohamed Bin Zayed University of Artificial Intelligence（马尔代夫穆罕默德·本·扎耶德人工智能大学） ； McGill University（麦吉尔大学） 纠错

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

Backdoor Attacks on Dense Retrieval via Public and Unintentional Triggers

Quanyu Long, Yue Deng, LeiLei Gan, Wenya Wang, Sinno Jialin Pan

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； Zhejiang University（浙江大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments Accepted by COLM 2025

Retrieval Feedback Memory Enhancement Large Model Retrieval Generation Method

Leqian Li, Dianxi Shi, Jialu Zhou, Xinyu Wei, Mingyue Yang, Songchang Jin, Shaowu Yang

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

Demo: Soccer Information Retrieval via Natural Queries using SoccerRAG

Aleksander Theo Strand, Sushant Gautam, Cise Midoglu, Pål Halvorsen

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

Comments accepted to CBMI 2024 as a demonstration; https://github.com/simula/soccer-rag. arXiv admin note: text overlap with arXiv:2406.01273

CelloAI: Leveraging Large Language Models for HPC Software Development in High Energy Physics

Mohammad Atif, Kriti Chopra, Ozgur Kilic, Tianle Wang, Zhihua Dong, Charles Leggett, Meifeng Lin, Paolo Calafiura, Salman Habib

机构 * Brookhaven National Laboratory（布鲁克海文国家实验室） ； Lawrence Berkeley National Laboratory（伯克利国家实验室） ； Argonne National Laboratory（阿贡国家实验室） 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, 2 figures

RepoTransAgent: Multi-Agent LLM Framework for Repository-Aware Code Translation

Ziqi Guan, Xin Yin, Zhiyuan Peng, Chao Ni

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

Test-Time Scaling Strategies for Generative Retrieval in Multimodal Conversational Recommendations

Hung-Chun Hsu, Yuan-Ching Kuo, Chao-Han Huck Yang, Szu-Wei Fu, Hanrong Ye, Hongxu Yin, Yu-Chiang Frank Wang, Ming-Feng Tsai, Chuan-Ju Wang

机构 * Research Center for Information Technology Innovation, Academia Sinica（资讯科技创新研究所以） ； NVIDIA（NVIDIA公司） ； Department of Computer Science, National Chengchi University（国立政治大学计算机科学系） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.AI

CLAP: Coreference-Linked Augmentation for Passage Retrieval

Huanwei Xu, Lin Xu, Liang Yuan

机构 * School of Computer and Mathematical Sciences, The University of Adelaide（计算机与数学科学学院，阿德莱德大学） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.AI

Comments This paper has been accepted by CIKM 2025

Sparse and Dense Retrievers Learn Better Together: Joint Sparse-Dense Optimization for Text-Image Retrieval

Jonghyun Song, Youngjune Lee, Gyu-Hwung Cho, Ilhyeon Song, Saehun Kim, Yohan Jo

机构 * Graduate School of Data Science, Seoul National University（首尔国立大学数据科学研究生院） ； NAVER Corporation（NAVER公司） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL

Comments accepted to CIKM 2025 short research paper track

InReAcTable: LLM-Powered Interactive Visual Data Story Construction from Tabular Data

Gerile Aodeng, Guozheng Li, Yunshan Feng, Qiyang Chen, Yu Zhang, Chi Harold Liu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)

Comments 16 pages, 10 figures, accepted at ACM UIST 2025 (to appear)

Reasoning with RAGged events: RAG-Enhanced Event Knowledge Base Construction and reasoning with proof-assistants

Stergios Chatzikyriakidis

机构 * Computational Linguistics and Language Technology lab（计算语言学与语言技术实验室） ； Department of Philology（文学系） ； University of Crete（克里特大学） 纠错

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

Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference

Zhuo Chen, Xinyu Wang, Yong Jiang, Zhen Zhang, Xinyu Geng, Pengjun Xie, Fei Huang, Kewei Tu

机构 * School of Information Science and Technology, ShanghaiTech University（信息科学与技术学院，上海科技大学） ； Shanghai Engineering Research Center of Intelligent Vision and Imaging（智能视觉与成像上海工程研究中心） ； Institute for Intelligent Computing, Alibaba Group（智能计算研究院，阿里巴巴集团） 纠错

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

Comments EMNLP2025 Main Conference

Unbiased Reasoning for Knowledge-Intensive Tasks in Large Language Models via Conditional Front-Door Adjustment

Bo Zhao, Yinghao Zhang, Ziqi Xu, Yongli Ren, Xiuzhen Zhang, Renqiang Luo, Zaiwen Feng, Feng Xia

机构 * Huazhong Agricultural University（华中农业大学） ； RMIT University（皇家墨尔本理工大学） ； Jilin University（吉林大学） 纠错

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

Comments This paper has been accepted to the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025), Full Research Paper

VisR-Bench: An Empirical Study on Visual Retrieval-Augmented Generation for Multilingual Long Document Understanding

Jian Chen, Ming Li, Jihyung Kil, Chenguang Wang, Tong Yu, Ryan Rossi, Tianyi Zhou, Changyou Chen, Ruiyi Zhang

专题命中 长文档RAG ：retrieval-augmented generation(title)

Comments Under Review

SEFRQO: A Self-Evolving Fine-Tuned RAG-Based Query Optimizer

Hanwen Liu, Qihan Zhang, Ryan Marcus, Ibrahim Sabek

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

Comments To appear at SIGMOD 2026 (https://2026.sigmod.org/)

PRISM: Efficient Long-Range Reasoning With Short-Context LLMs

Dulhan Jayalath, James Bradley Wendt, Nicholas Monath, Sandeep Tata, Beliz Gunel

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

Comments Published as a conference paper at EMNLP 2025. 28 pages, 7 figures, 5 tables

SoccerRAG: Multimodal Soccer Information Retrieval via Natural Queries

Aleksander Theo Strand, Sushant Gautam, Cise Midoglu, Pål Halvorsen

专题命中 多模态RAG ：RAG(abstract,comments)；retrieval augmented generation(abstract)；分类 cs.IR

Comments accepted to CBMI 2024 as a regular paper; https://github.com/simula/soccer-rag

SentiMM: A Multimodal Multi-Agent Framework for Sentiment Analysis in Social Media

Xilai Xu, Zilin Zhao, Chengye Song, Zining Wang, Jinhe Qiang, Jiongrui Yan, Yuhuai Lin

机构 * College of Information and Electrical Engineering, China Agricultural University（信息与电气工程学院，中国农业大学） ； College of Software, Jilin University（软件学院，吉林大学） ； College of Communication Engineering, Jilin University（通信工程学院，吉林大学） 纠错

专题命中 多模态RAG ：knowledge retrieval(abstract)；分类 cs.CL

SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Models

Tong Bao, Mir Tafseer Nayeem, Davood Rafiei, Chengzhi Zhang

机构 * Nanjing University of Science and Technology（南京理工大学） ； University of Alberta（阿尔伯塔大学） 纠错

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Journal ref EMNLP2025