RAG / 检索增强生成

Is Implicit Knowledge Enough for LLMs? A RAG Approach for Tree-based Structures

Mihir Gupte, Paolo Giusto, Ramesh S

机构 * General Motors（通用汽车公司） 纠错

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

Comments Waiting for Conference Response

Zero-Shot Vehicle Model Recognition via Text-Based Retrieval-Augmented Generation

Wei-Chia Chang, Yan-Ann Chen

机构 * Yuan Ze University（元智大学） 纠错

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

Comments Accepted by The 38th Conference of Open Innovations Association FRUCT, 2025

HyperGraphRAG: Retrieval-Augmented Generation via Hypergraph-Structured Knowledge Representation

Haoran Luo, Haihong E, Guanting Chen, Yandan Zheng, Xiaobao Wu, Yikai Guo, Qika Lin, Yu Feng, Zemin Kuang, Meina Song, Yifan Zhu, Luu Anh Tuan

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Nanyang Technological University（南洋理工大学） ； Beijing Institute of Computer Technology and Application（北京计算机技术与应用研究所） ； National University of Singapore（新加坡国立大学） ； China Mobile Research Institute（中国移动研究院） ； Beijing Anzhen Hospital, Capital Medical University（首都医科大学北京安贞医院） 纠错

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

Comments Accepted by NeurIPS 2025 main conference

Journal ref NeurIPS 2025

ParaVul: A Parallel Large Language Model and Retrieval-Augmented Framework for Smart Contract Vulnerability Detection

Tenghui Huang, Jinbo Wen, Jiawen Kang, Siyong Chen, Zhengtao Li, Tao Zhang, Dongning Liu, Jiacheng Wang, Chengjun Cai, Yinqiu Liu, Dusit Niyato

机构 * School of Automation, Guangdong University of Technology（广东科技大學自動化學院） ； College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics（南京航空航天大學計算機科學與技術學院） ； School of Cyberspace Science and Technology, Beijing Jiaotong University（北京交通大學網絡空間科學與技術學院） ； School of Computer Science and Technology, Guangdong University of Technology（廣東科技大學計算機科學與技術學院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大學計算與數據科學學院） 纠错

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

Adapting General-Purpose Embedding Models to Private Datasets Using Keyword-based Retrieval

Yubai Wei, Jiale Han, Yi Yang

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

Comments Link: https://github.com/BaileyWei/BMEmbed

Journal ref Findings of the Association for Computational Linguistics ACL 2025

Retrieval-in-the-Chain: Bootstrapping Large Language Models for Generative Retrieval

Yingchen Zhang, Ruqing Zhang, Jiafeng Guo, Wenjun Peng, Sen Li, Fuyu Lv

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