RAG / 检索增强生成

Streamlining Industrial Contract Management with Retrieval-Augmented LLMs

Kristi Topollai, Tolga Dimlioglu, Anna Choromanska, Simon Odie, Reginald Hui

机构 * New York University（纽约大学） ； Consolidated Edison Company of New York Inc.（纽约 Consolidated Edison 公司） 纠错

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

Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior

Guilherme Biava Rodrigues, Franciele Beal, Marlon Marcon, Alinne Cristinne Corrêa Souza, André Roberto Ortoncelli, Francisco Carlos Monteiro Souza, Rodolfo Adamshuk Silva

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

Comments Accepte for publishing in SBIE2025, in Portuguese language

LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval

Yaoze Zhang, Rong Wu, Pinlong Cai, Xiaoman Wang, Guohang Yan, Song Mao, Ding Wang, Botian Shi

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

Comments Accepted by AAAI-26

Read the Docs Before Rewriting: Equip Rewriter with Domain Knowledge via Continual Pre-training

Qi Wang, Yixuan Cao, Yifan Liu, Jiangtao Zhao, Ping Luo

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

Comments The paper is about to undergo significant revisions

LLM Optimization Unlocks Real-Time Pairwise Reranking

Jingyu Wu, Aditya Shrivastava, Jing Zhu, Alfy Samuel, Anoop Kumar, Daben Liu

机构 * AI Foundations, Capital One（人工智能基础，Capital One） 纠错

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

MCP4IFC: IFC-Based Building Design Using Large Language Models

Bharathi Kannan Nithyanantham, Tobias Sesterhenn, Ashwin Nedungadi, Sergio Peral Garijo, Janis Zenkner, Christian Bartelt, Stefan Lüdtke

机构 * University of Rostock（罗斯托克大学） ； Technical University of Clausthal（克莱斯特哈尔技术大学） 纠错

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

SHARP: Shared State Reduction for Efficient Matching of Sequential Patterns

Cong Yu, Tuo Shi, Matthias Weidlich, Bo Zhao

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

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

专题命中 检索器与排序 ：retriever(abstract)；knowledge retrieval(abstract)；分类 cs.CL

Comments Submitted to the IEEE for possible publication

Forecast2Anomaly (F2A): Adapting Multivariate Time Series Foundation Models for Anomaly Prediction

Atif Hassan, Tarun Kumar, Ashish Mishra, Sergey Serebryakov, Satish Kumar Mopur, Phanidhar Koganti, Murthy Chelankuri, Ramanagopal Vogety, Suparna Bhattacharya, Martin Foltin

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

STAF: Leveraging LLMs for Automated Attack Tree-Based Security Test Generation

Tanmay Khule, Stefan Marksteiner, Jose Alguindigue, Hannes Fuchs, Sebastian Fischmeister, Apurva Narayan

机构 * Department of Systems Design Engineering, University of Waterloo, ON Canada（滑铁卢大学系统设计工程系） ； Smart Calibration and Virtual Testing Department, AVL List GmbH, Graz, Austria（AVL List GmbH智能校准与虚拟测试部门） ； Department of Computer Science, Western University, London, ON, Canada（温哥华大学计算机科学系） 纠错

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

Comments 18 pages, 2 figures, accepted for 23rd escar Europe (Nov 05-06, 2025, Frankfurt, Germany)

Journal ref 23rd escar Europe : The World's Leading Automotive Cyber Security Conference 2025

Knowledge Elicitation with Large Language Models for Interpretable Cancer Stage Identification from Pathology Reports

Yeawon Lee, Christopher C. Yang, Chia-Hsuan Chang, Grace Lu-Yao

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

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to SIGMOD 2026

Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives

Gang Chen, Changshuo Liu, Gene Anne Ooi, Marcus Tan, Zhongle Xie, Jianwei Yin, James Wei Luen Yip, Wenqiao Zhang, Jiaqi Zhu, Beng Chin Ooi

机构 * College of Computer Science and Technology, Zhejiang University, Hangzhou 310027, China（浙江大学计算机科学与技术学院） ； College of Software Technology, Zhejiang University, Ningbo 315100, China（浙江大学软件技术学院） ； School of Computing, National University of Singapore, Singapore 117417（新加坡国立大学计算机学院） ； Singapore General Hospital, Singapore 169608（新加坡中央医院） ； National University Hospital, Singapore 119074（新加坡国立医院） 纠错

专题命中 检索器与排序 ：vector search(abstract)；knowledge retrieval(abstract)；分类 cs.AI

RefleXGen:The unexamined code is not worth using

Bin Wang, Hui Li, AoFan Liu, BoTao Yang, Ao Yang, YiLu Zhong, Weixiang Huang, Yanping Zhang, Runhuai Huang, Weimin Zeng

机构 * 1 School of Electronic ； Computer Engineering,Peking University 2 Apability \& Platform Business Dept., China Mobile Internet Co. 3 China Telecom Cloud Technology Co., Ltd. 纠错

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

Journal ref ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025, pp. 1-5

Mubeen AI: A Specialized Arabic Language Model for Heritage Preservation and User Intent Understanding

Mohammed Aljafari, Ismail Alturki, Ahmed Mori, Yehya Kadumi

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

Comments 21 pages, 2 figures, 3 tables. Includes appendices on ethical guidelines and training framework. Submitted September 04, 2025

RaCoT: Plug-and-Play Contrastive Example Generation Mechanism for Enhanced LLM Reasoning Reliability

Kaitong Cai, Jusheng Zhang, Yijia Fan, Jing Yang, Keze Wang

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

Algorithmic Fairness in NLP: Persona-Infused LLMs for Human-Centric Hate Speech Detection

Ewelina Gajewska, Arda Derbent, Jaroslaw A Chudziak, Katarzyna Budzynska

机构 * Warsaw University of Technology（华沙技术大学） 纠错

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

Comments This paper has been accepted for the upcoming 59th Hawaii International Conference on System Sciences (HICSS-59), 2026, Hawaii, USA. The final published version will appear in the official conference proceedings

RAGRouter: Learning to Route Queries to Multiple Retrieval-Augmented Language Models

Jiarui Zhang, Xiangyu Liu, Yong Hu, Chaoyue Niu, Fan Wu, Guihai Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； WeChat, Tencent Inc（微信、腾讯公司） 纠错

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

Retrieval-Augmented Test Generation: How Far Are We?

Jiho Shin, Nima Shiri Harzevili, Reem Aleithan, Hadi Hemmati, Song Wang

机构 * York University（约克大学） 纠错

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

Comments 11 pages + reference. Accepted as Research Track Paper at ICSE'26

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation

Xujun Peng, Anoop Kumar, Jingyu Wu, Parker Glenn, Daben Liu

机构 * AI Foundations, Capital One McLean, VA, USA（AI基础研究，Capital One麦莱恩，美国弗吉尼亚州） 纠错

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

Comments EMNLP 2025 Industry track

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Jiani Huang, Xingchen Zou, Lianghao Xia, Qing Li

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

Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation

Zhiqi Huang, Vivek Datla, Chenyang Zhu, Alfy Samuel, Daben Liu, Anoop Kumar, Ritesh Soni

机构 * Capital One 纠错

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

Comments UncertaiNLP at EMNLP 2025

Taming a Retrieval Framework to Read Images in Humanlike Manner for Augmenting Generation of MLLMs

Suyang Xi, Chenxi Yang, Hong Ding, Yiqing Ni, Catherine C. Liu, Yunhao Liu, Chengqi Zhang

机构 * Emory University（埃默里大学） ； University of Electronic Science and Technology of China（电子科技大学） ； University of Illinois Chicago（伊利诺伊大学香槟分校） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments 12 pages, 5 figures

SEER: Sustainability Enhanced Engineering of Software Requirements

Mandira Roy, Novarun Deb, Nabendu Chaki, Agostino Cortesi

机构 * Ca' Foscari University（卡沃斯卡里大学） ； University of Calgary（卡尔加里大学） ； University of Calcutta（加尔各答大学） 纠错

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

Comments Main Paper: 32 pages, References: 3 pages, Appendix: 13 pages. Submitted to the Journal of Systems and Software, Elsevier

RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation

Xianfeng Tan, Yuhan Li, Wenxiang Shang, Yubo Wu, Jian Wang, Xuanhong Chen, Yi Zhang, Ran Lin, Bingbing Ni

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments Accept by ICCV 2025 (Highlight). Project website: https://colorful-liyu.github.io/RAGDiffusion-page/

Haibu Mathematical-Medical Intelligent Agent:Enhancing Large Language Model Reliability in Medical Tasks via Verifiable Reasoning Chains

Yilun Zhang, Dexing Kong

机构 * Zhejiang Qiushi Institute of Mathematical Medicine（浙江启思数学医学研究院） ； School of Mathematical Sciences, Zhejiang University（浙江大学数学科学学院） 纠错

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

DeepV: A Model-Agnostic Retrieval-Augmented Framework for Verilog Code Generation with a High-Quality Knowledge Base

Zahin Ibnat, Paul E. Calzada, Rasin Mohammed Ihtemam, Sujan Kumar Saha, Jingbo Zhou, Farimah Farahmandi, Mark Tehranipoor

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments 22 pages, 6 figures

Agent-Enhanced Large Language Models for Researching Political Institutions

Joseph R. Loffredo, Suyeol Yun

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

Comments 46 pages, 6 figures

Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness

Lingnan Xu, Chong Feng, Kaiyuan Zhang, Liu Zhengyong, Wenqiang Xu, Fanqing Meng

机构 * School of Computer Science, Beijing Institute of Technology（计算机学院，北京理工大学） ； Ant Group（蚂蚁集团） ； Southeast Academy of Information Technology, Beijing Institute of Technology（信息科技东南学院，北京理工大学） 纠错

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

Comments EMNLP2025 Findings

Automatic Building Code Review: A Case Study

Hanlong Wan, Weili Xu, Michael Rosenberg, Jian Zhang, Aysha Siddika

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