RAG / 检索增强生成

PIR-RAG: A System for Private Information Retrieval in Retrieval-Augmented Generation

Baiqiang Wang, Qian Lou, Mengxin Zheng, Dongfang Zhao

机构 * University of Washington（华盛顿大学） ； University of Central Florida（中央佛罗里达大学） 纠错

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

Your RAG is Unfair: Exposing Fairness Vulnerabilities in Retrieval-Augmented Generation via Backdoor Attacks

Gaurav Bagwe, Saket S. Chaturvedi, Xiaolong Ma, Xiaoyong Yuan, Kuang-Ching Wang, Lan Zhang

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

Comments Accepted by EMNLP 2025

HetaRAG: Hybrid Deep Retrieval-Augmented Generation across Heterogeneous Data Stores

Guohang Yan, Yue Zhang, Pinlong Cai, Ding Wang, Song Mao, Hongwei Zhang, Yaoze Zhang, Hairong Zhang, Xinyu Cai, Botian Shi

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments 15 pages, 4 figures

Conflict-Aware Soft Prompting for Retrieval-Augmented Generation

Eunseong Choi, June Park, Hyeri Lee, Jongwuk Lee

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 to EMNLP 2025; 15 pages; 5 figures, 11 tables; Code available at https://github.com/eunseongc/CARE

Retrieval-Augmented Generation with Hierarchical Knowledge

Haoyu Huang, Yongfeng Huang, Junjie Yang, Zhenyu Pan, Yongqiang Chen, Kaili Ma, Hongzhi Chen, James Cheng

机构 * CSE, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学） 纠错

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

Comments EMNLP 2025 Findings

From Search to Reasoning: A Five-Level RAG Capability Framework for Enterprise Data

Gurbinder Gill, Ritvik Gupta, Denis Lusson, Anand Chandrashekar, Donald Nguyen

机构 * Corvic AI Inc（Corvic AI公司） 纠错

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

Online-Optimized RAG for Tool Use and Function Calling

Yu Pan, Xiaocheng Li, Hanzhao Wang

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

Can Synthetic Query Rewrites Capture User Intent Better than Humans in Retrieval-Augmented Generation?

JiaYing Zheng, HaiNan Zhang, Liang Pang, YongXin Tong, ZhiMing Zheng

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

Comments 10 pages, 6 figures

ReGeS: Reciprocal Retrieval-Generation Synergy for Conversational Recommender Systems

Dayu Yang, Hui Fang

机构 * University of Delaware（德克萨斯大学） 纠错

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

Comments Accepted by WISE 2025: 26th International Web Information Systems Engineering conference. Our code is publicly available at the link: https://github.com/dayuyang1999/ReGeS

Do Data Valuations Make Good Data Prices?

Dongyang Fan, Tyler J. Rotello, Sai Praneeth Karimireddy

机构 * EPFL（瑞士联邦理工学院） ； USC（美国南加州大学） 纠错

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

A critical review of methods and challenges in large language models

Milad Moradi, Ke Yan, David Colwell, Matthias Samwald, Rhona Asgari

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

FusedANN: Convexified Hybrid ANN via Attribute-Vector Fusion

Alireza Heidari, Wei Zhang, Ying Xiong

机构 * Huawei Technologies Ltd（华为技术有限公司） 纠错

专题命中 向量检索 ：vector search(abstract)；分类 cs.IR、cs.AI、cs.DB

Comments 62 pages,12 figures

KnowMT-Bench: Benchmarking Knowledge-Intensive Long-Form Question Answering in Multi-Turn Dialogues

Junhao Chen, Yu Huang, Siyuan Li, Rui Yao, Hanqian Li, Hanyu Zhang, Jungang Li, Jian Chen, Bowen Wang, Xuming Hu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Hong Kong University of Science and Technology（香港科技大学） ； The University of Osaka（大阪大学） 纠错

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

JGU Mainz's Submission to the WMT25 Shared Task on LLMs with Limited Resources for Slavic Languages: MT and QA

Hossain Shaikh Saadi, Minh Duc Bui, Mario Sanz-Guerrero, Katharina von der Wense

机构 * Johannes Gutenberg University Mainz（莱茵河畔明斯特约翰·格门特大学） ； University of Colorado Boulder（科罗拉多大学波尔德分校） 纠错

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

Comments WMT 25 Shared Task LLMs with Limited Resources for Slavic Languages: MT and QA

Graph of Agents: Principled Long Context Modeling by Emergent Multi-Agent Collaboration

Taejong Joo, Shu Ishida, Ivan Sosnovik, Bryan Lim, Sahand Rezaei-Shoshtari, Adam Gaier, Robert Giaquinto

机构 * Department of Industrial Engineering & Management Sciences, Northwestern University（工业工程与管理科学系，西北大学） ； Autodesk Research（Autodesk研究） 纠错

专题命中 长文档RAG ：retrieval-augmented generation(abstract)；分类 cs.AI

Comments Preprint

QuantMind: A Context-Engineering Based Knowledge Framework for Quantitative Finance

Haoxue Wang, Keli Wen, Yuante Li, Qiancheng Qu, Xiangxu Mu, Xinjie Shen, Jiaqi Gao, Chenyang Chang, Chuhan Xie, San Yu Cheung, Zhuoyuan Hu, Xinyu Wang, Sirui Bi, Bi'an Du

专题命中 长文档RAG ：RAG(abstract)

Chain or tree? Re-evaluating complex reasoning from the perspective of a matrix of thought

Fengxiao Tang, Yufeng Li, Zongzong Wu, Ming Zhao

机构 * School of Computer,Science and Engineering（计算机科学与工程学院） 纠错

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

VAT-KG: Knowledge-Intensive Multimodal Knowledge Graph Dataset for Retrieval-Augmented Generation

Hyeongcheol Park, Jiyoung Seo, MinHyuk Jang, Hogun Park, Ha Dam Baek, Gyusam Chang, Hyeonsoo Im, Sangpil Kim

机构 * Korea University（韩国大学） ； Sungkyunkwan University（全北大学） ； Hanwha Systems（韩华系统） 纠错

专题命中 多模态RAG ：retrieval-augmented generation(title)；retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments Project Page: https://vatkg.github.io/

Design and Implementation of a Secure RAG-Enhanced AI Chatbot for Smart Tourism Customer Service: Defending Against Prompt Injection Attacks -- A Case Study of Hsinchu, Taiwan

Yu-Kai Shih, You-Kai Kang

机构 * Department of Information Management, National Dong Hwa University（信息管理系，国立东华大学） ； By The Student (BTS) Experimental Education Program (Non-School Type)（学生（BTS）实验教育计划（非学校类型）） 纠错

专题命中 RAG评测 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.AI

Comments 12 pages, 7 figures, 5 tables

A Comprehensive Evaluation of Transformer-Based Question Answering Models and RAG-Enhanced Design

Zichen Zhang, Kunlong Zhang, Hongwei Ruan, Yiming Luo

机构 * Machine Learning, ICML（机器学习，ICML） 纠错

专题命中 RAG评测 ：RAG(title)；retrieval-augmented generation(abstract)；hybrid retrieval(abstract)

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning

Amy Xin, Jinxin Liu, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li

机构 * Tsinghua University（清华大学） 纠错

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

RuCCoD: Towards Automated ICD Coding in Russian

Aleksandr Nesterov, Andrey Sakhovskiy, Ivan Sviridov, Airat Valiev, Vladimir Makharev, Petr Anokhin, Galina Zubkova, Elena Tutubalina

机构 * AIRI ； Sber AI ； Skoltech ； Sber AI Lab ； HSE University（HSE大学） ； Innopolis University（Innopolis大学） ； ISP RAS Research Center for Trusted AI（ISP RAS可信AI研究中心） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI、cs.DB

Comments Accepted to EMNLP 2025 (Main Conference)

DialSim: A Dialogue Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational Agents

Jiho Kim, Woosog Chay, Hyeonji Hwang, Daeun Kyung, Hyunseung Chung, Eunbyeol Cho, Yeonsu Kwon, Yohan Jo, Edward Choi

机构 * KAIST（韩国科学技术院） ； SNU（釜山大学） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI

DORAEMON: Decentralized Ontology-aware Reliable Agent with Enhanced Memory Oriented Navigation

Tianjun Gu, Linfeng Li, Xuhong Wang, Chenghua Gong, Jingyu Gong, Zhizhong Zhang, Yuan Xie, Lizhuang Ma, Xin Tan

专题命中 RAG评测 ：RAG(abstract)；分类 cs.AI