RAG / 检索增强生成 - arXivDaily 专题

2508.03553 2025-08-12 cs.IR cs.CL 88%

MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation

Wenlong Wu, Haofen Wang, Bohan Li, Peixuan Huang, Xinzhe Zhao, Lei Liang

机构 * 1 College of Artificial Intelligence, Nanjing University of Aeronautics ； Astronautics, Key Laboratory of Brain-Machine Intelligence Technology, Ministry of Education ； 2 College of Design \& Innovation, Tongji University ； 3 Key Laboratory of Intelligent Decision ； 4 Collaborative Innovation Center of Novel Software Technology

专题命中 RAG评测：retrieval augmented generation(title,abstract)；retrieval-augmented generation(abstract)；RAG(abstract)；knowledge retrieval(abstract)

Comments Accepted by ICDE 2025 Research Paper

Journal ref In 2025 IEEE 41st International Conference on Data Engineering (ICDE), Hong Kong, 2025, pp. 3070-3083

2508.07179 2025-08-12 cs.CL cs.AI cs.DB 75%

Schema Lineage Extraction at Scale: Multilingual Pipelines, Composite Evaluation, and Language-Model Benchmarks

Jiaqi Yin, Yi-Wei Chen, Meng-Lung Lee, Xiya Liu

机构 * Microsoft Redmond, WA（微软红木城）； Antra. Inc.（Antra公司）

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

2501.07572 2025-08-12 cs.CL cs.AI 73%

WebWalker: Benchmarking LLMs in Web Traversal

Jialong Wu, Wenbiao Yin, Yong Jiang, Zhenglin Wang, Zekun Xi, Runnan Fang, Linhai Zhang, Yulan He, Deyu Zhou, Pengjun Xie, Fei Huang

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

2508.06729 2025-08-12 cs.CL cs.AI 62%

Large Language Models for Oral History Understanding with Text Classification and Sentiment Analysis

Komala Subramanyam Cherukuri, Pranav Abishai Moses, Aisa Sakata, Jiangping Chen, Haihua Chen

机构 * University of North Texas（北卡罗来纳州立大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

2508.06600 2025-08-12 cs.CL cs.IR 62%

BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

Zijian Chen, Xueguang Ma, Shengyao Zhuang, Ping Nie, Kai Zou, Andrew Liu, Joshua Green, Kshama Patel, Ruoxi Meng, Mingyi Su, Sahel Sharifymoghaddam, Yanxi Li, Haoran Hong, Xinyu Shi, Xuye Liu, Nandan Thakur, Crystina Zhang, Luyu Gao, Wenhu Chen, Jimmy Lin

机构 * University of Waterloo（滑铁卢大学）； CSIRO（澳大利亚联邦科学与工业研究组织）； Independent（独立研究者）； Carnegie Mellon University（卡内基梅隆大学）； The University of Queensland（昆士兰大学）

专题命中 RAG评测：retriever(abstract)；分类 cs.IR、cs.CL

2508.06851 2025-08-12 cs.AI cs.CY 57%

MDK12-Bench: A Comprehensive Evaluation of Multimodal Large Language Models on Multidisciplinary Exams

Pengfei Zhou, Xiaopeng Peng, Fanrui Zhang, Zhaopan Xu, Jiaxin Ai, Yansheng Qiu, Chuanhao Li, Zhen Li, Ming Li, Yukang Feng, Jianwen Sun, Haoquan Zhang, Zizhen Li, Xiaofeng Mao, Zekai Li, Wangbo Zhao, Kai Wang, Xiaojun Chang, Wenqi Shao, Yang You, Kaipeng Zhang

机构 * Shanghai AI Laboratory（上海人工智能实验室）； Shanghai Innovation Institute（上海创新研究院）； USTC（中国科学技术大学）； RIT（罗切斯特理工学院）； HIT（哈尔滨工业大学）； WHU（武汉大学）； MBZUAI（马克斯·普朗克人工智能研究所）； NUS（新加坡国立大学）

专题命中 RAG评测：RAG(abstract)；分类 cs.AI

Comments 35 pages, 33 figures

1. RAG评测 6 篇