RAG / 检索增强生成

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

Towards Scalable and Cross-Lingual Specialist Language Models for Oncology

Morteza Rohanian, Tarun Mehra, Nicola Miglino, Farhad Nooralahzadeh, Michael Krauthammer, Andreas Wicki

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

A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement

Sidra Nasir, Qamar Abbas, Samita Bai, Rizwan Ahmed Khan

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

Comments 16 pages and 5 figures

HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations

Ziyu Wang, Hao Li, Di Huang, Hye-Sung Kim, Chae-Won Shin, Amir M. Rahmani

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

Developing an Artificial Intelligence Tool for Personalized Breast Cancer Treatment Plans based on the NCCN Guidelines

Abdul M. Mohammed, Iqtidar Mansoor, Sarah Blythe, Dennis Trujillo

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

Are Large Language Models In-Context Graph Learners?

Jintang Li, Ruofan Wu, Yuchang Zhu, Huizhe Zhang, Liang Chen, Zibin Zheng

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

Comments Preprint, under review

Data Science Students Perspectives on Learning Analytics: An Application of Human-Led and LLM Content Analysis

Raghda Zahran, Jianfei Xu, Huizhi Liang, Matthew Forshaw

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

Comments 17 Pages, 2 Tables, 1 Figure

From PowerPoint UI Sketches to Web-Based Applications: Pattern-Driven Code Generation for GIS Dashboard Development Using Knowledge-Augmented LLMs, Context-Aware Visual Prompting, and the React Framework

Haowen Xu, Xiao-Ying Yu

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

GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing Units

Arghadip Das, Shamik Kundu, Arnab Raha, Soumendu Ghosh, Deepak Mathaikutty, Vijay Raghunathan

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

GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration

Ziwen Li, Xiang 'Anthony' Chen, Youngseung Jeon

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

Comments 14 pages; 5 figures. Published as a finding at NAACL 2025

Automatic Database Configuration Debugging using Retrieval-Augmented Language Models

Sibei Chen, Ju Fan, Bin Wu, Nan Tang, Chao Deng, Pengyi Wang, Ye Li, Jian Tan, Feifei Li, Jingren Zhou, Xiaoyong Du

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

Retrieval augmented text-to-SQL generation for epidemiological question answering using electronic health records

Angelo Ziletti, Leonardo D'Ambrosi

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

Comments 6 pages, 1 figure

Journal ref NAACL 2024 Clinical NLP Workshop

KRAIL: A Knowledge-Driven Framework for Base Human Reliability Analysis Integrating IDHEAS and Large Language Models

Xingyu Xiao, Peng Chen, Ben Qi, Hongru Zhao, Jingang Liang, Jiejuan Tong, Haitao Wang

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

EvoPat: A Multi-LLM-based Patents Summarization and Analysis Agent

Suyuan Wang, Xueqian Yin, Menghao Wang, Ruofeng Guo, Kai Nan

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

Comments 15 pages,2 figures,8 tables

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents

Antony Seabra, Claudio Cavalcante, Joao Nepomuceno, Lucas Lago, Nicolaas Ruberg, Sergio Lifschitz

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

Comments KDIR 2024 - Knowledge Discovery and Information Retrieval

SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Aakash Mahalingam, Vinesh Kumar Gande, Aman Chadha, Vinija Jain, Divya Chaudhary

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

Comments 16 pages, 8 figures, Workshop on Generative AI and Knowledge Graphs (GenAIK) at The 31st International Conference on Computational Linguistics (COLING 2025)

Journal ref Workshop on Generative AI and Knowledge Graphs (GenAIK) at The 31st International Conference on Computational Linguistics (COLING 2025)

Combining Domain-Specific Models and LLMs for Automated Disease Phenotyping from Survey Data

Gal Beeri, Benoit Chamot, Elena Latchem, Shruthi Venkatesh, Sarah Whalan, Van Zyl Kruger, David Martino

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