RAG / 检索增强生成

PRISM: Efficient Long-Range Reasoning With Short-Context LLMs

Dulhan Jayalath, James Bradley Wendt, Nicholas Monath, Sandeep Tata, Beliz Gunel

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

Comments Published as a conference paper at EMNLP 2025. 28 pages, 7 figures, 5 tables

Semantic Anchoring in Agentic Memory: Leveraging Linguistic Structures for Persistent Conversational Context

Maitreyi Chatterjee, Devansh Agarwal

机构 * Cornell University（康奈尔大学） 纠错

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

Comments Paper is currently in peer review

FIRESPARQL: A LLM-based Framework for SPARQL Query Generation over Scholarly Knowledge Graphs

Xueli Pan, Victor de Boer, Jacco van Ossenbruggen

机构 * Vrije Universiteit Amsterdam（阿姆斯特丹自由大学） 纠错

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

Comments Accepted at 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K)

RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA

Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov, Jack Krolick, Viktoria Rojkova

机构 * MasterControl AI Research（MasterControl AI研究院） 纠错

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

Comparing Knowledge Injection Methods for LLMs in a Low-Resource Regime

Hugo Abonizio, Thales Almeida, Roberto Lotufo, Rodrigo Nogueira

机构 * Faculdade de Engenharia Elétrica e de Computação (FEEC), University of Campinas (Unicamp)（电子工程与计算学院（FEEC），坎皮纳斯大学） ； Instituto de Computação (IC), University of Campinas (Unicamp)（计算研究所（IC），坎皮纳斯大学） 纠错

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

Efficient Knowledge Injection in LLMs via Self-Distillation

Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin

机构 * Aalto University（阿alto大学） ； Finnish Center for Artificial Intelligence (FCAI)（芬兰人工智能中心） ； System 2 AI 纠错

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

Comments Preprint

Contextual Graph Transformer: A Small Language Model for Enhanced Engineering Document Information Extraction

Karan Reddy, Mayukha Pal

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

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Wei Zhou, Peng Sun, Xuanhe Zhou, Qianglei Zang, Ji Xu, Tieying Zhang, Guoliang Li, Fan Wu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Baisheng (Shenzhen) Technology Co., Ltd.（柏盛（深圳）科技有限公司） ； Tsinghua University（清华大学） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments DBAIOps supports 25 database systems and has been deployed in 20 real-world scenarios, covering domains like finance, energy, and healthcare. See website at: https://www.dbaiops.com; See code at: https://github.com/weAIDB/DBAIOps/

LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs

Tianyu Wang, Akira Horiguchi, Lingyou Pang, Carey E. Priebe

机构 * Johns Hopkins University（约翰霍普金斯大学） ； University of California, Davis（加州大学戴维斯分校） 纠错

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

Using Large Language Models for Legal Decision-Making in Austrian Value-Added Tax Law: An Experimental Study

Marina Luketina, Andrea Benkel, Christoph G. Schuetz

机构 * University of Applied Sciences Upper Austria -- Campus Steyr（奥地利应用科学大学施泰尔拉克校区） ； Johannes Kepler University Linz（约翰·凯撒大学林茨） 纠错

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

Comments 26 pages, 5 figures, 6 tables

Flippi: End To End GenAI Assistant for E-Commerce

Anand A. Rajasekar, Praveen Tangarajan, Anjali Nainani, Amogh Batwal, Vinay Rao Dandin, Anusua Trivedi, Ozan Ersoy

机构 * Flipkart US R\&D Center Bellevue, Washington, USA ； Flipkart US R\&D Center 纠错

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

Comments 10 pages, 2 figures, 7 tables

RiverEcho: Real-Time Interactive Digital System for Ancient Yellow River Culture

Haofeng Wang, Yilin Guo, Zehao Li, Tong Yue, Yizong Wang, Enci Zhang, Rongqun Lin, Feng Gao, Shiqi Wang, Siwei Ma

机构 * School of Electronic and Computer Engineering, Peking University（北京大学电子与计算机工程学院） ； School of Computer Science, Peking University（北京大学计算机学院） ； The School of History, Renmin University of China（中国人民大学历史学院） ； Pengcheng Laboratory（鹏城实验室） ； School of Arts, Peking University（北京大学艺术学院） ； Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） 纠错

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

Comments IEEE International Conference on Multimedia and Expo Workshop, 2025.(Accepted)

Augmenting Large Language Models with Static Code Analysis for Automated Code Quality Improvements

Seyed Moein Abtahi, Akramul Azim

机构 * Faculty of Engineering（工程学院） ； Applied Science Ontario Tech University（应用科学奥瑞冈科技大学） 纠错

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

Comments Accepted at FORGE 2025

Traceable LLM-based validation of statements in knowledge graphs

Daniel Adam, Tomáš Kliegr

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

Journal ref Information Processing & Management 62 (2025): 104128

Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet)

Fadi Al Machot, Martin Thomas Horsch, Habib Ullah

机构 * Department of Data Science, Faculty of Science and Technology, Norwegian University of Life Sciences（数据科学系，科学与技术学院，挪威生命科学大学） 纠错

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

On Automating Security Policies with Contemporary LLMs

Pablo Fernández Saura, K. R. Jayaram, Vatche Isahagian, Jorge Bernal Bernabé, Antonio Skarmeta

机构 * University of Murcia（穆尔西亚大学） ； IBM Research（IBM研究院） 纠错

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

Comments Short Paper. Accepted To Appear in IEEE SSE 2025 (part of SERVICES 2025)

An AI-powered Knowledge Hub for Potato Functional Genomics

Jia Yuxin, Li Jinye, Jia Yudong, Li Futing, Su Xiaoqi, Luo Jilin, Dong Yarui, Sun Chunyan, Cui Qinghan, Wang Li, Li Axiu, Shang Yi, Zhu Yujuan, Huang Sanwen

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

Comments 11 pages, 4 figures

AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems

Yingxuan Yang, Huacan Chai, Shuai Shao, Yuanyi Song, Siyuan Qi, Renting Rui, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； SII 纠错

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

MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models

Zhiyu Li, Shichao Song, Hanyu Wang, Simin Niu, Ding Chen, Jiawei Yang, Chenyang Xi, Huayi Lai, Jihao Zhao, Yezhaohui Wang, Junpeng Ren, Zehao Lin, Jiahao Huo, Tianyi Chen, Kai Chen, Kehang Li, Zhiqiang Yin, Qingchen Yu, Bo Tang, Hongkang Yang, Zhi-Qin John Xu, Feiyu Xiong

机构 * MemTensor (Shanghai) Technology Co., Ltd.（MemTensor（上海）技术有限公司） ； Shanghai Jiao Tong University（上海交通大学） ； Renmin University of China（中国人民大学） ； Research Institute of China Telecom（中国电信研究院） 纠错

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

Enhancing Large Vision-Language Models with Layout Modality for Table Question Answering on Japanese Annual Securities Reports

Hayato Aida, Kosuke Takahashi, Takahiro Omi

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

Comments Accepted at IIAI AAI 2025, the 3rd International Conference on Computational and Data Sciences in Economics and Finance

Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature Summarization

Pierre Achkar, Tim Gollub, Martin Potthast

机构 * Leipzig University（莱比锡大学） ； Fraunhofer ISI Leipzig（弗劳恩霍夫研究所莱比锡分所） ； Bauhaus-Universität Weimar（魏玛包豪斯大学） ； Kassel University（卡塞尔大学） 纠错

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

Comments Accepted at SCOLIA@ECIR 2025 Workshop

Adaptive Plan-Execute Framework for Smart Contract Security Auditing

Zhiyuan Wei, Jing Sun, Zijian Zhang, Zhe Hou, Zixiao Zhao

机构 * Beijing Institute of Technology（北京理工大学） ； University of Auckland（奥克兰大学） ； Griffith University（格里菲斯大学） 纠错

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

Comments 30 pages, 5 figures

Re-identification of De-identified Documents with Autoregressive Infilling

Lucas Georges Gabriel Charpentier, Pierre Lison

机构 * University of Oslo Language Technology Group（奥斯陆大学语言技术组） ； Norwegian Computing Center (NR)（挪威计算中心（NR）） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；retriever(abstract)；分类 cs.CL

Comments To be presented a ACL 2025, Main, Long paper

Automating construction contract review using knowledge graph-enhanced large language models

Chunmo Zheng, Saika Wong, Xing Su, Yinqiu Tang, Ahsan Nawaz, Mohamad Kassem

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

TARGET: Benchmarking Table Retrieval for Generative Tasks

Xingyu Ji, Parker Glenn, Aditya G. Parameswaran, Madelon Hulsebos

机构 * UC Berkeley（伯克利大学） ； Capital One（Capital One公司） ； CWI（荷兰代尔夫特理工大学） 纠错

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

ThreatLens: LLM-guided Threat Modeling and Test Plan Generation for Hardware Security Verification

Dipayan Saha, Hasan Al Shaikh, Shams Tarek, Farimah Farahmandi

机构 * Department of Electrical and Computer Engineering, University of Florida（电子与计算机工程系，佛罗里达大学） 纠错

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

Comments This paper has been presented at IEEE VLSI Test Symposium (VTS) 2025

LLMs as Data Annotators: How Close Are We to Human Performance

Muhammad Uzair Ul Haq, Davide Rigoni, Alessandro Sperduti

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

Comments 27 pages, 4 figures

RAKG:Document-level Retrieval Augmented Knowledge Graph Construction

Hairong Zhang, Jiaheng Si, Guohang Yan, Boyuan Qi, Pinlong Cai, Song Mao, Ding Wang, Botian Shi

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

Comments 9 pages, 6 figures

DRAFT-ing Architectural Design Decisions using LLMs

Rudra Dhar, Adyansh Kakran, Amey Karan, Karthik Vaidhyanathan, Vasudeva Varma

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

Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data

Seiji Maekawa, Hayate Iso, Nikita Bhutani

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

Comments ICLR2025