RAG / 检索增强生成

2511.14769 2025-11-20 cs.IR cs.AI cs.CL cs.LG 85%

Cluster-based Adaptive Retrieval: Dynamic Context Selection for RAG Applications

Yifan Xu, Vipul Gupta, Rohit Aggarwal, Varsha Mahadevan, Bhaskar Krishnamachari

机构 * University of Southern California（美国南加州大学）

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

2511.15443 2025-11-20 cs.IR cs.CL 81%

CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search

CroPS：通过跨视角正样本提升密集检索（短视频搜索）

Ao Xie, Jiahui Chen, Quanzhi Zhu, Xiaoze Jiang, Zhiheng Qin, Enyun Yu, Han Li

机构 * Kuaishou Technology（快手科技）

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

AI总结 CroPS通过引入多视角正样本提升短视频检索性能，减少查询重述率，已在快手搜索部署。

Comments AAAI-2026, Oral

2509.19567 2025-11-20 cs.CL eess.AS 79%

Retrieval Augmented Generation based context discovery for ASR

Dimitrios Siskos, Stavros Papadopoulos, Pablo Peso Parada, Jisi Zhang, Karthikeyan Saravanan, Anastasios Drosou

机构 * Information Technologies Institute, Center for Research and Technology Hellas（信息技术研究所，希腊研究中心与技术中心）； Samsung Electronics R&D Institute UK (SRUK)（三星电子英国研发研究所（SRUK））

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

Comments Accepted at EMNLP 2025

2504.18070 2025-11-20 cs.CL cs.AI 73%

PropRAG: Guiding Retrieval with Beam Search over Proposition Paths

Jingjin Wang, Jiawei Han

机构 * Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign（塞比尔计算与数据科学学院，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(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2025 (Main Conference). Camera-ready version. Code and data: https://github.com/ReLink-Inc/PropRAG

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pages 6224-6239 November 4-9, 2025

2410.04759 2025-11-20 cs.AI 70%

Driving with Regulation: Trustworthy and Interpretable Decision-Making for Autonomous Driving with Retrieval-Augmented Reasoning

Tianhui Cai, Yifan Liu, Zewei Zhou, Haoxuan Ma, Seth Z. Zhao, Zhiwen Wu, Xu Han, Zhiyu Huang, Jiaqi Ma

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

2511.15074 2025-11-20 cs.AI cs.CL 62%

Knowledge-Informed Automatic Feature Extraction via Collaborative Large Language Model Agents

Henrik Bradland, Morten Goodwin, Vladimir I. Zadorozhny, Per-Arne Andersen

机构 * School of Computing and Information, University of Pittsburgh, Pittsburgh, USA（计算机与信息学院，匹兹堡大学，美国匹兹堡）； Centre for Artificial Intelligence Research, University of Agder, Grimstad, Norway（人工智能研究中心，阿格德大学，挪威格里斯塔德）

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

Comments 19 pages, 4 figures, in review

2507.05981 2025-11-20 cs.SE 50%

Multi-Agent Debate Strategies to Enhance Requirements Engineering with Large Language Models

Marc Oriol, Quim Motger, Jordi Marco, Xavier Franch

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

2511.10900 2025-11-20 cs.CL cs.AI 84%

Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering

Xueren Ge, Sahil Murtaza, Anthony Cortez, Homa Alemzadeh

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

Comments Accepted by AAAI 2026

2508.16983 2025-11-20 cs.CL cs.AI 73%

ReFactX: Scalable Reasoning with Reliable Facts via Constrained Generation

Riccardo Pozzi, Matteo Palmonari, Andrea Coletta, Luigi Bellomarini, Jens Lehmann, Sahar Vahdati

机构 * University of Milano-Bicocca（米兰-比科卡大学）； Banca d'Italia（意大利银行）； Institute for Applied Informatics (InfAI)（应用信息研究所）； TIB Leibniz Information Centre for Science and Technology（科学与技术信息中心）； ScaDS.AI Dresden/Leipzig（ScaDS.AI 德累斯顿/莱比锡分校）； Technische Universität Dresden（德累斯顿技术大学）； Data Science Institute（数据科学研究所）； Leibniz University Hannover（汉诺威莱布尼茨大学）； Amazon（亚马逊）

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

Comments 19 pages, 6 figures, accepted at ISWC

Journal ref The Semantic Web - ISWC 2025. ISWC 2025. Lecture Notes in Computer Science, vol 16140. Springer, Cham

2511.14765 2025-11-20 cs.IR cs.AI cs.CL 85%

Optimizing Agricultural Research: A RAG-Based Approach to Mycorrhizal Fungi Information

Mohammad Usman Altam, Md Imtiaz Habib, Tuan Hoang

机构 * Data Science and Artificial Intelligence Université Côte d’Azur（数据科学与人工智能巴黎-萨克雷大学）

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

Comments 10 pages, 4 figures, 1 table

2511.14010 2025-11-20 cs.CL cs.AI 62%

Knowledge-Grounded Agentic Large Language Models for Multi-Hazard Understanding from Reconnaissance Reports

Chenchen Kuai, Zihao Li, Braden Rosen, Stephanie Paal, Navid Jafari, Jean-Louis Briaud, Yunlong Zhang, Youssef M. A. Hashash, Yang Zhou

机构 * organization= Department One , addressline= Address One , city= City One , postcode= 00000 , state= State One , country= Country One ； organization= Department Two , addressline= Address Two , city= City Two , postcode= 22222 , state= State Two , country= Country Two ； organization= Zachry Department of Civil \& Environmental Engineering, Texas A\&M University , addressline= 3136 TAMU , city= College Station , postcode= 77843 , state= TX , country= USA ； organization= Department of Engineering Technology ； Industrial Distribution, Texas A\&M University , city= College Station , postcode= 77843 , state= TX , country= USA ； organization= Department of Civil ； Environmental Engineering, University of Illinois Urbana-Champaign , city= Urbana , postcode= 61801 , state= IL , country= USA

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

Comments 17 pages, 5 figures

2511.15633 2025-11-20 cs.CV cs.LG 50%

Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning

基于CLIP的层次语义树锚定的类增量学习

Tao Hu, Lan Li, Zhen-Hao Xie, Da-Wei Zhou

机构 * School of Artificial Intelligence, Nanjing University（人工智能学院，南京大学）； State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）

专题命中图谱与结构化RAG ：retriever(abstract)

AI总结 HASTEN通过层次语义树锚定方法，有效解决CLIP类增量学习中的灾难性遗忘问题，提升模型对层次化类别结构的保持能力。

2511.15435 2025-11-20 cs.CV cs.AI cs.IR 86%

HV-Attack: Hierarchical Visual Attack for Multimodal Retrieval Augmented Generation

HV-Attack：多模态检索增强生成的分层视觉攻击

Linyin Luo, Yujuan Ding, Yunshan Ma, Wenqi Fan, Hanjiang Lai

机构 * The Hong Kong Polytechnic University（香港理工大学）； Sun Yat-Sen University（中山大学）； Singapore Management University（新加坡管理学院）

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

AI总结本文提出了一种分层视觉攻击方法，通过在图像输入中添加不可察觉扰动，破坏多模态检索增强生成系统的检索和生成性能。

2511.15370 2025-11-20 cs.CL cs.AI 62%

The Empowerment of Science of Science by Large Language Models: New Tools and Methods

Guoqiang Liang, Jingqian Gong, Mengxuan Li, Gege Lin, Shuo Zhang

专题命中多模态RAG ：retrieval augmented generation(abstract)；分类 cs.CL、cs.AI

Comments The manuscript is currently ongoing the underreview process of the journal of information science

1. 检索器与排序 7 篇