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。

2025-09-01 至 2025-09-01 共收录 11 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 4 篇

2411.18948 2025-09-01 cs.CR cs.AI 83%

RevPRAG: Revealing Poisoning Attacks in Retrieval-Augmented Generation through LLM Activation Analysis

Xue Tan, Hao Luan, Mingyu Luo, Xiaoyan Sun, Ping Chen, Jun Dai

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院）； Department of Computer Science, Worcester Polytechnic Institute（沃思堡理工学院计算机科学系）； Institute of Big Data, Fudan University（复旦大学大数据研究院）

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

Comments Accepted to Findings of EMNLP 2025

2405.07963 2025-09-01 cs.HC 82%

PyZoBot: A Platform for Conversational Information Extraction and Synthesis from Curated Zotero Reference Libraries through Advanced Retrieval-Augmented Generation

Suad Alshammari, Lama Basalelah, Walaa Abu Rukbah, Ali Alsuhibani, Dayanjan S. Wijesinghe

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

Comments 10 pages, 2 figures. The code is provided in github and the link to the repository is provided at the end of the publication

2412.04342 2025-09-01 cs.CL cs.AI 73%

Retrieval-Augmented Machine Translation with Unstructured Knowledge

Jiaan Wang, Fandong Meng, Yingxue Zhang, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc（模式识别中心、微信AI、腾讯公司）

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

Comments EMNLP 2025 Findings

2508.19758 2025-09-01 cs.CL cs.IR 62%

Uncovering the Bigger Picture: Comprehensive Event Understanding Via Diverse News Retrieval

Yixuan Tang, Yuanyuan Shi, Yiqun Sun, Anthony Kum Hoe Tung

机构 * National University of Singapore（国立新加坡大学）； Shanghai Jiao Tong University（上海交通大学）

专题命中检索器与排序：dense retrieval(abstract)；分类 cs.IR、cs.CL

Comments Accepted by EMNLP 2025

2. 向量检索 1 篇

2508.21085 2025-09-01 cs.CL cs.IR 73%

Granite Embedding R2 Models

Parul Awasthy, Aashka Trivedi, Yulong Li, Meet Doshi, Riyaz Bhat, Vignesh P, Vishwajeet Kumar, Yushu Yang, Bhavani Iyer, Abraham Daniels, Rudra Murthy, Ken Barker, Martin Franz, Madison Lee, Todd Ward, Salim Roukos, David Cox, Luis Lastras, Jaydeep Sen, Radu Florian

机构 * IBM Research AI（IBM人工智能研究院）

专题命中向量检索：retriever(abstract)；dense retrieval(abstract)；分类 cs.IR、cs.CL

3. 长文档RAG 1 篇

2508.12800 2025-09-01 cs.CL cs.AI 73%

Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

Yong Deng, Guoqing Wang, Zhenzhe Ying, Xiaofeng Wu, Jinzhen Lin, Wenwen Xiong, Yuqin Dai, Shuo Yang, Zhanwei Zhang, Qiwen Wang, Yang Qin, Yuan Wang, Quanxing Zha, Sunhao Dai, Changhua Meng

机构 * Ant Group（蚂蚁集团）

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

4. 图谱与结构化RAG 3 篇

2504.05163 2025-09-01 cs.AI 83%

Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness

Dongzhuoran Zhou, Yuqicheng Zhu, Xiaxia Wang, Yuan He, Jiaoyan Chen, Steffen Staab, Evgeny Kharlamov

机构 * University of Oslo（奥斯陆大学）； Bosch Center for AI（博世人工智能中心）； University of Stuttgart（斯图加特大学）； University of Oxford（牛津大学）； The University of Manchester（曼彻斯特大学）； University of Southampton（南安普顿大学）

专题命中图谱与结构化RAG ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments IRISAI'25

2508.21238 2025-09-01 cs.AI 70%

Addressing accuracy and hallucination of LLMs in Alzheimer's disease research through knowledge graphs

Tingxuan Xu, Jiarui Feng, Justin Melendez, Kaleigh Roberts, Donghong Cai, Mingfang Zhu, Donald Elbert, Yixin Chen, Randall J. Bateman

专题命中图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

2505.21291 2025-09-01 cs.AI 70%

Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework

Saman Marandi, Yu-Shu Hu, Mohammad Modarres

专题命中图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 22 Pages, 11 Figures

5. 多模态RAG 1 篇

2508.12263 2025-09-01 cs.CV cs.AI 57%

Region-Level Context-Aware Multimodal Understanding

Hongliang Wei, Xianqi Zhang, Xingtao Wang, Xiaopeng Fan, Debin Zhao

机构 * Faculty of Computing, Harbin Institute of Technology（计算机学院，哈尔滨工业大学）； Department of Computer Science and Technology, Harbin Institute of Technology（计算机科学与技术系，哈尔滨工业大学）； Harbin Institute of Technology Suzhou Research Institute（哈尔滨工业大学苏州研究院长）； Peng Cheng Laboratory, Shenzhen, China（鹏城实验室，深圳，中国）

专题命中多模态RAG ：RAG(abstract)；分类 cs.AI

Comments 12 pages, 6 figures

6. RAG评测 1 篇

2506.20008 2025-09-01 cs.AI cs.PL cs.SE 70%

QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges

Abdul Basit, Minghao Shao, Muhammad Haider Asif, Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique

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

Comments To appear at the IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, November 2025