RAG / 检索增强生成

D-SMART: Enhancing LLM Dialogue Consistency via Dynamic Structured Memory And Reasoning Tree

Xiang Lei, Qin Li, Min Zhang, Min Zhang

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

Comments 8 pages, 6 figures (main content); 25 pages, 18 figures (total)

GraphRAG under Fire

Jiacheng Liang, Yuhui Wang, Changjiang Li, Rongyi Zhu, Tanqiu Jiang, Neil Gong, Ting Wang

机构 * Stony Brook University（石溪大学） ； Duke University（杜克大学） 纠错

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

Comments 13 pages. Accepted by IEEE Symposium on Security and Privacy 2026 (S&P 2026)

AgenticAD: A Specialized Multiagent System Framework for Holistic Alzheimer Disease Management

Adib Bazgir, Amir Habibdoust, Xing Song, Yuwen Zhang

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

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models

Pouria Rouzrokh, Bardia Khosravi, Parsa Rouzrokh, Moein Shariatnia

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

Comments 31 pages, 5 figures, 5 tables

Are LLMs Better GNN Helpers? Rethinking Robust Graph Learning under Deficiencies with Iterative Refinement

Zhaoyan Wang, Zheng Gao, Arogya Kharel, In-Young Ko

机构 * School of Computing KAIST Daejeon Republic of Korea（韩国国立庆尚大学计算机科学学院） ； School of Computer Science（计算机科学学院） ； School of Computing KAIST（韩国国立庆尚大学计算机科学学院） 纠错

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

Comments 14 pages

From "What to Eat?" to Perfect Recipe: ChefMind's Chain-of-Exploration for Ambiguous User Intent in Recipe Recommendation

Yu Fu, Linyue Cai, Ruoyu Wu, Yong Zhao

机构 * Sichuan University Department of Computer Science Shuangliu District, Chengdu City, Sichuan Province, China（四川大学计算机学院双流区，成都市，四川省，中国） 纠错

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

Comments 5 pages, 3 figures, submitted to icassp 2026

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning

Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu, Xin Yuan, Liming Zhu, Wenjie Zhang

机构 * University of New South Wales（新南威尔士大学） ； Data61, CSIRO（Data61，CSIRO） 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 by EMNLP2025 (Main Conference)

Redefining CX with Agentic AI: Minerva CQ Case Study

Garima Agrawal, Riccardo De Maria, Kiran Davuluri, Daniele Spera, Charlie Read, Cosimo Spera, Jack Garrett, Don Miller

机构 * Minerva CQ AI Research Division（Minerva CQ人工智能研究部） 纠错

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

Leveraging Large Language Models to Democratize Access to Costly Datasets for Academic Research

Julian Junyan Wang, Victor Xiaoqi Wang

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

Comments 58 pagegs, 5 figures, 5 tables

Fusing Knowledge and Language: A Comparative Study of Knowledge Graph-Based Question Answering with LLMs

Vaibhav Chaudhary, Neha Soni, Narotam Singh, Amita Kapoor

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

Comments 46 pages, 4 figures, 17 tables

KLIPA: A Knowledge Graph and LLM-Driven QA Framework for IP Analysis

Guanzhi Deng, Yi Xie, Yu-Keung Ng, Mingyang Liu, Peijun Zheng, Jie Liu, Dapeng Wu, Yinqiao Li, Linqi Song

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

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

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

Reflection-Enhanced Meta-Optimization Integrating TextGrad-style Prompt Optimization with Memory-Driven Self-Evolution

Chunlong Wu, Zhibo Qu

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

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)