RAG / 检索增强生成

Biomedical Literature Q&A System Using Retrieval-Augmented Generation (RAG)

Mansi Garg, Lee-Chi Wang, Bhavesh Ghanchi, Sanjana Dumpala, Shreyash Kakde, Yen Chih Chen

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

Comments 10 pages, 6 figures, 3 tables

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

Hao Lin, Peitong Xie, Jingxue Chen, Jie Lin, Qingkun Tang, Qianchun Lu

机构 * Southeast University（东南大学） ； Nanyang Technological University（南洋理工大学） ； Wired Product Operation Division, ZTE Corporation（ZTE公司无线产品运营部） 纠错

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

Guided Decoding and Its Critical Role in Retrieval-Augmented Generation

Özgür Uğur, Musa Yılmaz, Esra Şavirdi, Özay Ezerceli, Mahmut El Huseyni, Selva Taş, Reyhan Bayraktar

机构 * Newmind AI Istanbul, Türkiye（新 mind AI 伊斯坦布尔，土耳其） 纠错

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

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation

Xinyu Gao, Xiangtao Meng, Yingkai Dong, Zheng Li, Shanqing Guo

机构 * School of Cyber Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； Department of Engineering Software, School of Civil Engineering, Shandong University（山东大学土木工程学院工程软件系） ； State Key Laboratory of Cryptography and Digital Economy Security, Shandong University（山东大学密码与数字经济安全国家重点实验室） ； Shandong Key Laboratory of Artificial Intelligence Security, Shandong University（山东省人工智能安全重点实验室） 纠错

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

Seeing the Forest Through the Trees: Knowledge Retrieval for Streamlining Particle Physics Analysis

James McGreivy, Blaise Delaney, Anja Beck, Mike Williams

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

Comments 17 pages, 3 figures

ZhiFangDanTai: Fine-tuning Graph-based Retrieval-Augmented Generation Model for Traditional Chinese Medicine Formula

ZiXuan Zhang, Bowen Hao, Yingjie Li, Hongzhi Yin

机构 * School of Management, Capital Normal University（管理学院，首都师范大学） ； School of Electrical Engineering and Computer Science, the University of Queensland（电气工程与计算机科学学院，昆士兰大学） 纠错

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

HyFedRAG: A Federated Retrieval-Augmented Generation Framework for Heterogeneous and Privacy-Sensitive Data

Cheng Qian, Hainan Zhang, Yongxin Tong, Hong-Wei Zheng, Zhiming Zheng

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

Comments 9 pages, 7 figures

GRACE: Graph-Guided Repository-Aware Code Completion through Hierarchical Code Fusion

Xingliang Wang, Baoyi Wang, Chen Zhi, Junxiao Han, Xinkui Zhao, Jianwei Yin, Shuiguang Deng

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

Energy Landscapes Enable Reliable Abstention in Retrieval-Augmented Large Language Models for Healthcare

Ravi Shankar, Sheng Wong, Lin Li, Magdalena Bachmann, Alex Silverthorne, Beth Albert, Gabriel Davis Jones

机构 * Oxford Digital Health Labs（牛津数字健康实验室） ； Nuffield Department of Women’s and Reproductive Health（妇女与生殖健康尼富尔德部门） ； University of Oxford（牛津大学） ； OATML ； Department of Computer Science（计算机科学系） 纠错

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

Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation

Weitao Li, Kaiming Liu, Xiangyu Zhang, Xuanyu Lei, Weizhi Ma, Yang Liu

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

SasAgent: Multi-Agent AI System for Small-Angle Scattering Data Analysis

Lijie Ding, Changwoo Do

机构 * Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA（橡树岭国家实验室中子散射部） 纠错

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

Comments 8 pages, 7 figures

Characterizing and Optimizing Realistic Workloads on a Commercial Compute-in-SRAM Device

Niansong Zhang, Wenbo Zhu, Courtney Golden, Dan Ilan, Hongzheng Chen, Christopher Batten, Zhiru Zhang

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

Comments MICRO 2025

Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification

Aivin V. Solatorio

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

HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals

Lingbo Mo, Shun Jiang, Akash Maharaj, Bernard Hishamunda, Yunyao Li

机构 * The Ohio State University（俄亥俄州立大学） ； Adobe Inc.（Adobe公司） 纠错

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

Comments Accepted to DaSH Workshop at VLDB 2025

Modeling shopper interest broadness with entropy-driven dialogue policy in the context of arbitrarily large product catalogs

Firas Jarboui, Issa Memari

机构 * Gorgias Paris France（巴黎高斯集团） 纠错

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