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。

2025-09-11 至 2025-09-11 共收录 7 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 3 篇

2504.13534 2025-09-11 cs.CL cs.AI 88%

CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models

Feiyang Li, Peng Fang, Zhan Shi, Arijit Khan, Fang Wang, Weihao Wang, Xin Zhang, Yongjian Cui

机构 * School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China（华中科技大学计算机科学与技术学院）； Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan, China（华中科技大学光电实验室）； Department of Computer Science, Bowling Green State University, Ohio, USA（Bowling Green State University 计算机科学系）； Department of Computer Science, Aalborg University, Aalborg, Denmark（Aalborg University 计算机科学系）； Huawei Technologies Co., Ltd, Shenzhen, China（华为技术有限公司）

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

2507.05714 2025-09-11 cs.CL cs.AI 84%

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

YiHan Jiao, ZheHao Tan, Dan Yang, DuoLin Sun, Jie Feng, Yue Shen, Jian Wang, Peng Wei

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

2509.08808 2025-09-11 cs.SE 50%

Handling Open-Vocabulary Constructs in Formalizing Specifications: Retrieval-Augmented Parsing with Expert Knowledge

Mohammad Saqib Hasan, Sayontan Ghosh, Dhruv Verma, Geoff Kuenning, Erez Zadok, Scott A. Smolka, Niranjan Balasubramanian

专题命中检索器与排序：retriever(abstract)

Comments Accepted to COLM 2024

2. 知识库问答 1 篇

2509.08596 2025-09-11 cs.CL 83%

LLM Ensemble for RAG: Role of Context Length in Zero-Shot Question Answering for BioASQ Challenge

Dima Galat, Diego Molla-Aliod

机构 * University of Technology Sydney (UTS), Australia（悉尼技术大学（UTS））

专题命中知识库问答：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments CEUR-WS, CLEF2025

3. 多模态RAG 1 篇

2509.07538 2025-09-11 cs.CV 78%

TextlessRAG: End-to-End Visual Document RAG by Speech Without Text

Peijin Xie, Shun Qian, Bingquan Liu, Dexin Wang, Lin Sun, Xiangzheng Zhang

机构 * IEEE

专题命中多模态RAG ：RAG(title,abstract)

Comments 5 pages, 4 figures,

4. RAG评测 2 篇

2508.13107 2025-09-11 cs.CL cs.IR 84%

All for law and law for all: Adaptive RAG Pipeline for Legal Research

Figarri Keisha, Prince Singh, Pallavi, Dion Fernandes, Aravindh Manivannan, Ilham Wicaksono, Faisal Ahmad, Wiem Ben Rim

机构 * University College London（伦敦大学学院）

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

Comments submitted to NLLP 2025 Workshop

2509.08407 2025-09-11 physics.med-ph cs.AI 83%

An Iterative LLM Framework for SIBT utilizing RAG-based Adaptive Weight Optimization

Zhuo Xiao, Qinglong Yao, Jingjing Wang, Fugen Zhou, Bo Liu, Haitao Sun, Zhe Ji, Yuliang Jiang, Junjie Wang, Qiuwen Wu

机构 * Image Processing Center, Beihang University（北航图像处理中心）； Department of Radiation Oncology, Peking University Third Hospital（北京大学第三医院放射肿瘤科）； Department of Radiation Oncology, Duke University Medical Center（杜克大学医学中心放射肿瘤科）

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