RAG / 检索增强生成

GeoGPT-RAG Technical Report

Fei Huang, Fan Wu, Zeqing Zhang, Qihao Wang, Long Zhang, Grant Michael Boquet, Hongyang Chen

机构 * GeoGPT Team（GeoGPT团队） ； Zhejiang Lab（浙江实验室） 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

Comments 19 pages, 10 figures, 10 tables

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

YiHan Jiao, ZheHao Tan, Dan Yang, DuoLin Sun, Jie Feng, Yue Shen, Jian Wang, Peng Wei

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

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

Hao Lin, Peitong Xie, Jingxue Chen, Jie Lin, Qingkun Tang, Qianchun Lu

机构 * Southeast University（东南大学） ； Nanyang Technological University（南洋理工大学） ； Wired Product Operation Division, ZTE Corporation（ZTE公司无线产品运营部） 纠错

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

Enhancing Technical Documents Retrieval for RAG

Songjiang Lai, Tsun-Hin Cheung, Ka-Chun Fung, Kaiwen Xue, Kwan-Ho Lin, Yan-Ming Choi, Vincent Ng, Kin-Man Lam

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

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment

Yuqing Huang, Rongyang Zhang, Qimeng Wang, Chengqiang Lu, Yan Gao, Yi Wu, Yao Hu, Xuyang Zhi, Guiquan Liu, Xin Li, Hao Wang, Enhong Chen

机构 * University of Science and Technology of China（中国科学技术大学） ； Xiaohongshu Inc.（小红书公司） 纠错

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

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain

Shakiba Amirshahi, Amin Bigdeli, Charles L. A. Clarke, Amira Ghenai

机构 * University of Waterloo（滑铁卢大学） ； Toronto Metropolitan University（多伦多 Metropolitan 大学） 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.IR、cs.CL

HF-RAG: Hierarchical Fusion-based RAG with Multiple Sources and Rankers

Payel Santra, Madhusudan Ghosh, Debasis Ganguly, Partha Basuchowdhuri, Sudip Kumar Naskar

机构 * University of Glasgow（格拉斯哥大学） ； Jadavpur University（贾瓦德普尔大学） 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

Federated Retrieval-Augmented Generation: A Systematic Mapping Study

Abhijit Chakraborty, Chahana Dahal, Vivek Gupta

机构 * Arizona State University（亚利桑那州立大学） ； University of Nevada, Las Vegas（内华达大学拉斯维加斯分校） 纠错

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

An Agile Method for Implementing Retrieval Augmented Generation Tools in Industrial SMEs

Mathieu Bourdin, Anas Neumann, Thomas Paviot, Robert Pellerin, Samir Lamouri

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

Comments 20 pages, 3 figures

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation

Chan-Wei Hu, Yueqi Wang, Shuo Xing, Chia-Ju Chen, Suofei Feng, Ryan Rossi, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯农工大学） ； University of California, Berkeley（加州大学伯克利分校） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Stanford University（斯坦福大学） ； Adobe Research（Adobe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、cs.AI

Comments 16 pages

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

A Question Answering Dataset for Temporal-Sensitive Retrieval-Augmented Generation

Ziyang Chen, Erxue Min, Xiang Zhao, Yunxin Li, Xin Jia, Jinzhi Liao, Jichao Li, Shuaiqiang Wang, Baotian Hu, Dawei Yin

机构 * Laboratory for Big Data and Decision, National University of Defense Technology, Changsha, China（大数据与决策实验室，国防科技大学，长沙，中国） ； Baidu Inc., Beijing, China（百度公司，北京，中国） ； Department of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, China（计算机科学与技术系，哈尔滨工业大学（深圳），深圳，中国） 纠错

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

Comments 10 pages, 5 figures

From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation

Siyuan Meng, Junming Liu, Yirong Chen, Song Mao, Pinlong Cai, Guohang Yan, Botian Shi, Ding Wang

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

Comments 9 pages, 4 tables

Retrieval-Augmented Generation with Conflicting Evidence

Han Wang, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） 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 COLM 2025, Data and Code: https://github.com/HanNight/RAMDocs

PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization

Kepu Zhang, Teng Shi, Weijie Yu, Jun Xu

机构 * Gaoling School of Artificial Intelligence\ University of China Beijing China ； School of Information Technology ； Gaoling School of Artificial Intelligence\ University of China 纠错

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

Lessons from A Large Language Model-based Outdoor Trail Recommendation Chatbot with Retrieval Augmented Generation

Julia Ann Mathew, Suining He

机构 * University of Connecticut（康涅狄格大学） ； School of Computing（计算学院） 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

Comments 4 pages, UrbComp 2025

MAO-ARAG: Multi-Agent Orchestration for Adaptive Retrieval-Augmented Generation

Yiqun Chen, Erhan Zhang, Lingyong Yan, Shuaiqiang Wang, Jizhou Huang, Dawei Yin, Jiaxin Mao

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

RATE: An LLM-Powered Retrieval Augmented Generation Technology-Extraction Pipeline

Karan Mirhosseini, Arya Aftab, Alireza Sheikh

机构 * Dept. of Management, Science and Technology（管理、科学与技术系） ； Amirkabir University of Technology（阿姆尔卡比尔科技大学） ； Dept. of Electrical Engineering（电气工程系） ； Sharif University of Technology（沙里夫科技大学） 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

Comments 9 pages, 4 figures, 1 table

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning

Mohammad Kachuee, Teja Gollapudi, Minseok Kim, Yin Huang, Kai Sun, Xiao Yang, Jiaqi Wang, Nirav Shah, Yue Liu, Aaron Colak, Anuj Kumar, Wen-tau Yih, Xin Luna Dong

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

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

Advancing Risk and Quality Assurance: A RAG Chatbot for Improved Regulatory Compliance

Lars Hillebrand, Armin Berger, Daniel Uedelhoven, David Berghaus, Ulrich Warning, Tim Dilmaghani, Bernd Kliem, Thomas Schmid, Rüdiger Loitz, Rafet Sifa

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

Comments Accepted and published at BigData 2024, 3 pages, 3 tables, 2 figures

Journal ref 2024 IEEE International Conference on Big Data (BigData), Washington, DC, USA, 2024, pp. 8668-8670

DeRAG: Black-box Adversarial Attacks on Multiple Retrieval-Augmented Generation Applications via Prompt Injection

Jerry Wang, Fang Yu

机构 * Department of Management Information Systems, National ChengChi University（管理信息系，国立中正大学） 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

Comments Accepted by KDD Workshop on Prompt Optimization 2025

Dynamic Context Tuning for Retrieval-Augmented Generation: Enhancing Multi-Turn Planning and Tool Adaptation

Jubin Abhishek Soni, Amit Anand, Rajesh Kumar Pandey, Aniket Abhishek Soni

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

Comments We are withdrawing the submission in order to thoroughly revise the work

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs

Yangning Li, Weizhi Zhang, Yuyao Yang, Wei-Chieh Huang, Yaozu Wu, Junyu Luo, Yuanchen Bei, Henry Peng Zou, Xiao Luo, Yusheng Zhao, Chunkit Chan, Yankai Chen, Zhongfen Deng, Yinghui Li, Hai-Tao Zheng, Dongyuan Li, Renhe Jiang, Ming Zhang, Yangqiu Song, Philip S. Yu

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

Comments submitted to ARR May

Enhancing Retrieval Augmented Generation with Hierarchical Text Segmentation Chunking

Hai Toan Nguyen, Tien Dat Nguyen, Viet Ha Nguyen

机构 * Institute for Artificial Intelligence, VNU University of Engineering and Technology（人工智能研究所，越南工程大学） 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、cs.AI

xpSHACL: Explainable SHACL Validation using Retrieval-Augmented Generation and Large Language Models

Gustavo Correa Publio, José Emilio Labra Gayo

机构 * University of Leipzig（莱比锡大学） ； University of Oviedo（奥维耶多大学） 纠错

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

Comments Accepted for publication in the 2nd LLM+Graph Workshop, colocated at VLDB'25

Shifting from Ranking to Set Selection for Retrieval Augmented Generation

Dahyun Lee, Yongrae Jo, Haeju Park, Moontae Lee

机构 * LG AI Research（LG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.IR、cs.CL

Comments Accepted to ACL 2025 main (Oral Presentation)

Deep Retrieval at CheckThat! 2025: Identifying Scientific Papers from Implicit Social Media Mentions via Hybrid Retrieval and Re-Ranking

Pascal J. Sager, Ashwini Kamaraj, Benjamin F. Grewe, Thilo Stadelmann

机构 * University of Zurich（苏黎世大学） ； Centre for Artificial Intelligence（人工智能中心） ； Zurich University of Applied Sciences（应用科学大学） ； Institute of Neuroinformatics（神经信息学研究所） ； European Centre for Living Technology（欧洲生活技术中心） 纠错

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

Rethinking All Evidence: Enhancing Trustworthy Retrieval-Augmented Generation via Conflict-Driven Summarization

Juan Chen, Baolong Bi, Wei Zhang, Jingyan Sui, Xiaofei Zhu, Yuanzhuo Wang, Lingrui Mei, Shenghua Liu

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Chinese Academy of Sciences（中国科学院） ； National University of Defense Technology（国防科技大学） ； Chongqing University of Technology（重庆理工大学） 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

A Data Science Approach to Calcutta High Court Judgments: An Efficient LLM and RAG-powered Framework for Summarization and Similar Cases Retrieval

Puspendu Banerjee, Aritra Mazumdar, Wazib Ansar, Saptarsi Goswami, Amlan Chakrabarti

机构 * A.K.Choudhury School of IT（A.K.Choudhury信息科技学院） ； University of Calcutta（加尔各答大学） ； Department of Computer Science（计算机科学系） ； Bangabasi Morning College（Bangabasi晨学院） 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

Comments 12 pages, 6 figures