AI 大模型

RAG / 检索增强生成

检索增强生成、向量检索、知识库问答和面向大模型的搜索系统。

2025-11-03 至 2025-11-03 共收录 7 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 7 篇

2510.27569 2025-11-03 cs.CL 85%

MARAG-R1: Beyond Single Retriever via Reinforcement-Learned Multi-Tool Agentic Retrieval

Qi Luo, Xiaonan Li, Yuxin Wang, Tingshuo Fan, Yuan Li, Xinchi Chen, Xipeng Qiu

机构 * School of Computer Science, Fudan University（复旦大学计算机学院）

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

2510.27080 2025-11-03 cs.CR cs.AI 85%

Adapting Large Language Models to Emerging Cybersecurity using Retrieval Augmented Generation

Arnabh Borah, Md Tanvirul Alam, Nidhi Rastogi

机构 * School of Electrical and Computer Engineering（电气与计算机工程学院）； Georgia Institute of Technology（佐治亚理工学院）； Department of Computer Science（计算机科学系）； Rochester Institute of Technology（罗切斯特理工学院）

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

2510.27537 2025-11-03 cs.LG 85%

AstuteRAG-FQA: Task-Aware Retrieval-Augmented Generation Framework for Proprietary Data Challenges in Financial Question Answering

Mohammad Zahangir Alam, Khandoker Ashik Uz Zaman, Mahdi H. Miraz

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

Journal ref Print ISSN: 2516-0281, Online ISSN: 2516-029X, pp. 13-31, Vol. 9, No. 5, 25 October 2025

2510.27107 2025-11-03 cs.AR 82%

A Memory-Efficient Retrieval Architecture for RAG-Enabled Wearable Medical LLMs-Agents

Zhipeng Liao, Kunming Shao, Jiangnan Yu, Liang Zhao, Tim Kwang-Ting Cheng, Chi-Ying Tsui, Jie Yang, Mohamad Sawan

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

Comments Accepted by BioCAS2025

2510.27054 2025-11-03 cs.CL 79%

LLM-Centric RAG with Multi-Granular Indexing and Confidence Constraints

Xiaofan Guo, Yaxuan Luan, Yue Kang, Xiangchen Song, Jinxu Guo

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

2501.15470 2025-11-03 cs.IR cs.MA 79%

CogPlanner: Unveiling the Potential of Agentic Multimodal Retrieval Augmented Generation with Planning

Xiaohan Yu, Zhihan Yang, Chong Chen

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

Comments Accepted by SIGIR-AP 2025

2510.27238 2025-11-03 cs.DB cs.AI cs.CL cs.IR 70%

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

机构 * 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：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to SIGMOD 2026