RAG / 检索增强生成

2507.21453 2025-08-05 cs.AI 88%

Validating Pharmacogenomics Generative Artificial Intelligence Query Prompts Using Retrieval-Augmented Generation (RAG)

Ashley Rector, Keaton Minor, Kamden Minor, Jeff McCormack, Beth Breeden, Ryan Nowers, Jay Dorris

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

2508.01680 2025-08-05 cs.AI 85%

T-GRAG: A Dynamic GraphRAG Framework for Resolving Temporal Conflicts and Redundancy in Knowledge Retrieval

Dong Li, Yichen Niu, Ying Ai, Xiang Zou, Biqing Qi, Jianxing Liu

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

2508.01084 2025-08-05 cs.CR cs.AI 85%

Provably Secure Retrieval-Augmented Generation

Pengcheng Zhou, Yinglun Feng, Zhongliang Yang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）

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

2505.19288 2025-08-05 cs.LG 85%

Hypercube-Based Retrieval-Augmented Generation for Scientific Question-Answering

Jimeng Shi, Sizhe Zhou, Bowen Jin, Wei Hu, Runchu Tian, Shaowen Wang, Giri Narasimhan, Jiawei Han

机构 * Florida International University（佛罗里达国际大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

Comments 14 pages, 11 figures

2508.01005 2025-08-05 cs.CL cs.IR 84%

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

2503.05185 2025-08-05 q-fin.CP cs.AI cs.MM 83%

Towards Temporal-Aware Multi-Modal Retrieval Augmented Generation in Finance

Fengbin Zhu, Junfeng Li, Liangming Pan, Wenjie Wang, Fuli Feng, Chao Wang, Huanbo Luan, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学）； Peking University（北京大学）； University of Science and Technology of China（中国科学技术大学）； Estates Pte Ltd（6Estates私人有限公司）

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 by MM 2025

2508.00965 2025-08-05 cs.LG cs.AI 79%

VAULT: Vigilant Adversarial Updates via LLM-Driven Retrieval-Augmented Generation for NLI

Roie Kazoom, Ofir Cohen, Rami Puzis, Asaf Shabtai, Ofer Hadar

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

2507.20227 2025-08-05 cs.IR 70%

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization

Yanda Chen, Zihui Ren, Qixiang Gao, Jiale Chen, Si Chen, Xubin Li, Tiezheng Ge, Bo Zheng

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

Comments 13 pages, 7 figures, 8 tables

2508.01370 2025-08-05 cs.CL cs.IR 62%

MaRGen: Multi-Agent LLM Approach for Self-Directed Market Research and Analysis

Roman Koshkin, Pengyu Dai, Nozomi Fujikawa, Masahito Togami, Marco Visentini-Scarzanella

机构 * Okinawa Institute of Science and Technology（冲绳科学技术研究所）； Institute of Science Tokyo（东京科学研究所）； Amazon（亚马逊）

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

2508.02523 2025-08-05 cs.CR 50%

Transportation Cyber Incident Awareness through Generative AI-Based Incident Analysis and Retrieval-Augmented Question-Answering Systems

Ostonya Thomas, Muhaimin Bin Munir, Jean-Michel Tine, Mizanur Rahman, Yuchen Cai, Khandakar Ashrafi Akbar, Md Nahiyan Uddin, Latifur Khan, Trayce Hockstad, Mashrur Chowdhury

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

Comments This paper has been submitted to the Transportation Research Board (TRB) for consideration for presentation at the 2026 Annual Meeting

2508.02107 2025-08-05 cs.CV 50%

AutoLoRA: Automatic LoRA Retrieval and Fine-Grained Gated Fusion for Text-to-Image Generation

Zhiwen Li, Zhongjie Duan, Die Chen, Cen Chen, Daoyuan Chen, Yaliang Li, Yingda Chen

专题命中检索器与排序：retriever(abstract)

2508.01990 2025-08-05 cs.CL 83%

Contextually Aware E-Commerce Product Question Answering using RAG

Praveen Tangarajan, Anand A. Rajasekar, Manish Rathi, Vinay Rao Dandin, Ozan Ersoy

机构 * Flipkart US R\&D Center Bellevue Washington USA ； Flipkart US R\&D Center

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

Comments 6 pages, 1 figure, 5 tables. Preprint under review

2505.20243 2025-08-05 cs.CL cs.IR 73%

It's High Time: A Survey of Temporal Question Answering

Bhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari, Avishek Anand, Adam Jatowt

机构 * University of Innsbruck（因斯布鲁克大学）； Delft University of Technology（代尔夫特理工大学）

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

2508.01290 2025-08-05 cs.CL 70%

Prompting Large Language Models with Partial Knowledge for Answering Questions with Unseen Entities

Zhichao Yan, Jiapu Wang, Jiaoyan Chen, Yanyan Wang, Hongye Tan, Jiye Liang, Xiaoli Li, Ru Li, Jeff Z. Pan

机构 * School of Computer and Information Technology, Shanxi University（山西大学计算机与信息学院）； Beijing University of Technology（北京理工大学）； Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系）； Singapore University of Technology and Design（新加坡科技与设计大学）； ILCC, School of Informatics, University of Edinburgh（爱丁堡大学信息学院ILCC）

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

2501.00571 2025-08-05 cs.CL 79%

KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities

Chengcheng Mai, Yuxiang Wang, Ziyu Gong, Hanxiang Wang, Yihua Huang

机构 * Nanjing Normal University, School of Computer Science and Electronic Informatics（南京师范大学计算机科学与电子信息学院）； State Key Laboratory for Novel Software Technology at Nanjing University（南京大学新型软件技术国家重点实验室）； Nanjing University, School of Computer Science（南京大学计算机科学学院）

专题命中图谱与结构化RAG ：knowledge retrieval(title,abstract)；分类 cs.CL

Comments This work has been accepted by IJCAI 2025 (CCF A)

2508.02532 2025-08-05 cs.CL cs.LG 70%

Contextual Graph Transformer: A Small Language Model for Enhanced Engineering Document Information Extraction

Karan Reddy, Mayukha Pal

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

2508.01136 2025-08-05 cs.DB cs.AI cs.CL cs.IR cs.LG 70%

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Wei Zhou, Peng Sun, Xuanhe Zhou, Qianglei Zang, Ji Xu, Tieying Zhang, Guoliang Li, Fan Wu

机构 * Shanghai Jiao Tong University（上海交通大学）； Baisheng (Shenzhen) Technology Co., Ltd.（柏盛（深圳）科技有限公司）； Tsinghua University（清华大学）

专题命中图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments DBAIOps supports 25 database systems and has been deployed in 20 real-world scenarios, covering domains like finance, energy, and healthcare. See website at: https://www.dbaiops.com; See code at: https://github.com/weAIDB/DBAIOps/

2507.22952 2025-08-05 cs.HC cs.CV cs.LG 67%

Automated Label Placement on Maps via Large Language Models

Harry Shomer, Jiejun Xu

机构 * University of Texas at Arlington（德克萨斯理工大学）； HRL Laboratories（HRL实验室）

专题命中图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

Comments Workshop on AI for Data Editing (AI4DE) at KDD 2025

2508.00961 2025-08-05 cs.LG cs.AI 57%

FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph

Xiang Li, Penglei Sun, Wanyun Zhou, Zikai Wei, Yongqi Zhang, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））； International Digital Economy Academy（国际数字经济学院）

专题命中图谱与结构化RAG ：RAG(abstract)；分类 cs.AI

2508.01546 2025-08-05 cs.CV 82%

E-VRAG: Enhancing Long Video Understanding with Resource-Efficient Retrieval Augmented Generation

Zeyu Xu, Junkang Zhang, Qiang Wang, Yi Liu

机构 * Zeyu Xu（作者）； Junkang Zhang（作者）； Qiang Wang（作者）； Yi Liu（作者）

专题命中多模态RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)

2409.09845 2025-08-05 cs.RO 67%

Friction-Aware Safety Locomotion for Wheeled-legged Robots using Vision Language Models and Reinforcement Learning

Bo Peng, Donghoon Baek, Qijie Wang, Joao Ramos

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； Department of Electrical and Computer Engineering（电气与计算机工程系）； Department of Mechanical Science Engineering（机械科学与工程系）； School of Software（软件学院）

专题命中多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

Comments Accepted to Humanoids 2025

2409.15204 2025-08-05 cs.SE cs.LG 78%

RAMBO: Enhancing RAG-based Repository-Level Method Body Completion

Tuan-Dung Bui, Duc-Thieu Luu-Van, Thanh-Phat Nguyen, Thu-Trang Nguyen, Son Nguyen, Hieu Dinh Vo

机构 * Faculty of Information Technology, VNU University of Engineering and Technology（信息技术学院，越南工程大学）

专题命中 RAG评测：RAG(title,abstract)

2508.01643 2025-08-05 cs.IR cs.CL 73%

ChEmbed: Enhancing Chemical Literature Search Through Domain-Specific Text Embeddings

Ali Shiraee Kasmaee, Mohammad Khodadad, Mehdi Astaraki, Mohammad Arshi Saloot, Nicholas Sherck, Hamidreza Mahyar, Soheila Samiee

机构 * Department of Computational Science and Engineering（计算科学与工程系）； McMaster University（麦斯特大学）； BASF Canada Inc（巴斯夫加拿大公司）； BASF Corporation（巴斯夫公司）

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

2508.01746 2025-08-05 cs.AI 57%

Bayes-Entropy Collaborative Driven Agents for Research Hypotheses Generation and Optimization

Shiyang Duan, Yuan Tian, Qi Bing, Xiaowei Shao

专题命中 RAG评测：RAG(abstract)；分类 cs.AI

Comments Corresponding author: Xiaowei Shao. 12 pages, 4 figures

1. 检索器与排序 11 篇