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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。

2025-08-29 至 2025-08-29 共收录 10 信号源:cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 6 篇

2508.21024 2025-08-29 cs.CL cs.IR 84%

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

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2508.20131 2025-08-29 cs.AI cs.LG 83%

ArgRAG: Explainable Retrieval Augmented Generation using Quantitative Bipolar Argumentation

Yuqicheng Zhu, Nico Potyka, Daniel Hernández, Yuan He, Zifeng Ding, Bo Xiong, Dongzhuoran Zhou, Evgeny Kharlamov, Steffen Staab

机构 * University of Stuttgart(斯图加特大学) Bosch Center for AI(博世人工智能中心) Cardiff University(卡迪夫大学) University of Oxford(牛津大学) University of Cambridge(剑桥大学) Stanford University(斯坦福大学) University of Oslo(奥斯陆大学) University of Southampton(南安普顿大学)

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

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2508.18984 2025-08-29 cs.CV 82%

Enhancing Document VQA Models via Retrieval-Augmented Generation

Eric López, Artemis Llabrés, Ernest Valveny

机构 * Computer Vision Center, Universitat Autònoma de Barcelona, Spain(巴塞罗那自治大学计算机视觉中心)

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

Comments Accepted at Workshop on Machine Learning in Document Analysis and Recognition (ICDAR WML 2025), Wuhan, China

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2508.20867 2025-08-29 cs.CL 79%

MSRS: Evaluating Multi-Source Retrieval-Augmented Generation

Rohan Phanse, Yijie Zhou, Kejian Shi, Wencai Zhang, Yixin Liu, Yilun Zhao, Arman Cohan

机构 * Yale University(耶鲁大学)

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

Comments COLM 2025; this article supersedes the preprint: arXiv:2309.08960

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2508.20408 2025-08-29 cs.IR 77%

Fact or Facsimile? Evaluating the Factual Robustness of Modern Retrievers

Haoyu Wu, Qingcheng Zeng, Kaize Ding

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

Comments Proceedings of the 34th ACM International Conference on Information and Knowledge Management

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2508.20944 2025-08-29 cs.CL 57%

STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment

Jiaqian Li, Qisheng Hu, Jing Li, Wenya Wang

机构 * Nanyang Technological University, Singapore(南洋理工大学) Harbin Institute of Technology, Shenzhen, China(哈尔滨工业大学(深圳))

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

Comments EMNLP 2025 Main

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2. 多模态RAG 2 篇

2508.20585 2025-08-29 cs.HC 67%

Persode: Personalized Visual Journaling with Episodic Memory-Aware AI Agent

Seokho Jin, Manseo Kim, Sungho Byun, Hansol Kim, Jungmin Lee, Sujeong Baek, Semi Kim, Sanghum Park, Sung Park

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

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2508.01970 2025-08-29 cs.LG 50%

Improving Hospital Risk Prediction with Knowledge-Augmented Multimodal EHR Modeling

Rituparna Datta, Jiaming Cui, Zihan Guan, Vishal G. Reddy, Joshua C. Eby, Gregory Madden, Rupesh Silwal, Anil Vullikanti

机构 * Department of Computer Science, University of Virginia(大学计算机科学系) University of Virginia School of Medicine(弗吉尼亚大学医学院) Virginia Polytechnic Institute and State University(弗吉尼亚理工学院和州立大学) Biocomplexity Institute and Initiative, University of Virginia(大学生物复杂性研究所) Division of Infectious Diseases & International Health, University of Virginia School of Medicine(大学感染性疾病与国际卫生分会)

专题命中 多模态RAG :knowledge retrieval(abstract)

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3. RAG评测 2 篇

2508.20416 2025-08-29 cs.CL cs.AI 73%

DentalBench: Benchmarking and Advancing LLMs Capability for Bilingual Dentistry Understanding

Hengchuan Zhu, Yihuan Xu, Yichen Li, Zijie Meng, Zuozhu Liu

机构 * Zhejiang University(浙江大学) ZJU-Angelalign R&D Center for Intelligence Healthcare(浙江大学智能医疗研发中心)

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

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2508.20420 2025-08-29 cs.CL 70%

CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance

Feng Zhang, Chengjie Pang, Yuehan Zhang, Chenyu Luo

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

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