RAG / 检索增强生成

Schema-Guided Scene-Graph Reasoning based on Multi-Agent Large Language Model System

Yiye Chen, Harpreet Sawhney, Nicholas Gydé, Yanan Jian, Jack Saunders, Patricio Vela, Ben Lundell

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

Comments In submission

Improving Table Retrieval with Question Generation from Partial Tables

Hsing-Ping Liang, Che-Wei Chang, Yao-Chung Fan

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

Comments TRL@ACL2025

CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation

Santosh T. Y. S. S, Youssef Tarek Elkhayat, Oana Ichim, Pranav Shetty, Dongsheng Wang, Zhiqiang Ma, Armineh Nourbakhsh, Xiaomo Liu

机构 * School of Computation, Information, and Technology, Technical University of Munich（计算、信息与技术学院，慕尼黑技术大学） ； Graduate Institute of International and Development Studies, Geneva（国际与发展研究研究生院，日内瓦） ； JPMorgan AI Research（摩根大通人工智能研究） 纠错

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

Comments Accepted to ACL 2025-Main Conference

Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation

Xiangyan Chen, Yujian Gan, Yimeng Gu, Matthew Purver

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

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Xufang Luo, Yuge Zhang, Zhiyuan He, Zilong Wang, Siyun Zhao, Dongsheng Li, Luna K. Qiu, Yuqing Yang

机构 * Microsoft Research（微软研究院） 纠错

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

MemInsight: Autonomous Memory Augmentation for LLM Agents

Rana Salama, Jason Cai, Michelle Yuan, Anna Currey, Monica Sunkara, Yi Zhang, Yassine Benajiba

机构 * AWS AI（AWS人工智能） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols

Xikai Sun, Fan Dang, Shiqi Jiang, Jingao Xu, Kebin Liu, Xin Miao, Zihao Yang, Weichen Zhang, Haimo Lu, Yawen Zheng, Yunhao Liu

机构 * Tsinghua University（清华大学） ； Microsoft Research Asia（微软亚洲研究院） ； Carnegie Mellon University（卡内基梅隆大学） ； Yanshan University（燕山大学） 纠错

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

Comments 10 pages, 4 figures

SAGE: Strategy-Adaptive Generation Engine for Query Rewriting

Teng Wang, Hailei Gong, Changwang Zhang, Jun Wang

机构 * OPPO Research Institution（OPPO研究院） ； Tsinghua University（清华大学） 纠错

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

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

M Sabbir Salek, Mashrur Chowdhury, Muhaimin Bin Munir, Yuchen Cai, Mohammad Imtiaz Hasan, Jean-Michel Tine, Latifur Khan, Mizanur Rahman

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

System Report for CCL25-Eval Task 10: SRAG-MAV for Fine-Grained Chinese Hate Speech Recognition

Jiahao Wang, Ramen Liu, Longhui Zhang, Jing Li

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments 8 pages, 3 figures, accepted as oral presentation at CCL25-Eval

TDR: Task-Decoupled Retrieval with Fine-Grained LLM Feedback for In-Context Learning

Yifu Chen, Bingchen Huang, Zhiling Wang, Yuanchao Du, Junfeng Luo, Lei Shen, Zhineng chen

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

Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory

Mutian Yang, Jiandong Gao, Ji Wu

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

Mind the Gap: Evaluating the Representativeness of Quantitative Medical Language Reasoning LLM Benchmarks for African Disease Burdens

Fred Mutisya, Shikoh Gitau, Christine Syovata, Diana Oigara, Ibrahim Matende, Muna Aden, Munira Ali, Ryan Nyotu, Diana Marion, Job Nyangena, Nasubo Ongoma, Keith Mbae, Elizabeth Wamicha, Eric Mibuari, Jean Philbert Nsengemana, Talkmore Chidede

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

Comments Preprint. 26 pages, includes appendix and tables

AI-Powered Math Tutoring: Platform for Personalized and Adaptive Education

Jarosław A. Chudziak, Adam Kostka

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

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

Comments 8 pages, 5 figures

Journal ref The 26th International Conference on Artificial Intelligence in Education (AIED 2025)

Context-Aware Search and Retrieval Over Erasure Channels

Sara Ghasvarianjahromi, Yauhen Yakimenka, Jörg Kliewer

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

Semantic Source Code Segmentation using Small and Large Language Models

Abdelhalim Dahou, Ansgar Scherp, Sebastian Kurten, Brigitte Mathiak, Madhu Chauhan

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

Comments 18 pages, 4 figures

A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities

Lu Xiang, Yang Zhao, Yaping Zhang, Chengqing Zong

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院） 纠错

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

Journal ref Lu XIANG, Yang ZHAO, Yaping ZHANG, Chengqing ZONG, "A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities", Studies in Informatics and Control, ISSN 1220-1766, vol. 34(1), pp. 5-24, 2025

KP-A: A Unified Network Knowledge Plane for Catalyzing Agentic Network Intelligence

Yun Tang, Mengbang Zou, Zeinab Nezami, Syed Ali Raza Zaidi, Weisi Guo

机构 * Cranfield University（克兰菲尔德大学） ； University of Leeds（利兹大学） 纠错

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

Comments 7 pages, 5 figures, submitted for possible publication

Improving Cross-lingual Representation for Semantic Retrieval with Code-switching

Mieradilijiang Maimaiti, Yuanhang Zheng, Ji Zhang, Yue Zhang, Wenpei Luo, Kaiyu Huang

机构 * School of Computer Science and Technology, Xinjiang University（新疆大学计算机科学与技术学院） ； Xinjiang Laboratory of Multi-Language Information Technology, Xinjiang University（新疆多语言信息技术实验室） ； Xinjiang Multilingual Information Technology Research Center, Xinjiang University（新疆多语信息科技研究中心） ； Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University（丝绸之路多语认知计算国际联合实验室） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术学院） ； Alibaba DAMO Academy（阿里巴巴达摩院） ； Department of Computer Science and Technology, Westlake University（西湖大学计算机科学与技术学院） ； Department of Computer Science and Technology, Dalian University of Technology（大连理工大学计算机科学与技术学院） ； Beijing Key Lab of Traffic Data Analysis and Mining, Beijing Jiaotong University（北京交通大数据分析与挖掘重点实验室） 纠错

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

Towards LLM-based Root Cause Analysis of Hardware Design Failures

Siyu Qiu, Muzhi Wang, Raheel Afsharmazayejani, Mohammad Moradi Shahmiri, Benjamin Tan, Hammond Pearce

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； University of Calgary（卡尔加里大学） 纠错

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

Comments 6 pages. Accepted for publication in IEEE COINS 2025 Special Session on LLMs for EDA and Security

A Cascading Cooperative Multi-agent Framework for On-ramp Merging Control Integrating Large Language Models

Miao Zhang, Zhenlong Fang, Tianyi Wang, Qian Zhang, Shuai Lu, Junfeng Jiao, Tianyu Shi

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Department of Computer Science & Engineering, University of Minnesota（明尼苏达大学计算机科学与工程系） ； Department of Mechanical Engineering & Materials Science, Yale University（耶鲁大学机械工程与材料科学系） ； Computer Vision, BYD COMPANY LIMITED（计算机视觉，比亚迪有限公司） ； School of Architecture, University of Texas at Austin（德克萨斯大学奥斯汀分校建筑学院） ； Faculty of Applied Science & Engineering, University of Toronto（多伦多大学应用科学与工程学院） 纠错

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

Leveraging Large Language Models for Tacit Knowledge Discovery in Organizational Contexts

Gianlucca Zuin, Saulo Mastelini, Túlio Loures, Adriano Veloso

机构 * Universidade Federal de Minas Gerais (UFMG)（巴西联邦大学矿务学院） ； Instituto de Ciências Matemáticas e de Computação, Universidade de São Paulo (ICMC-USP)（圣保罗大学数学与计算机科学研究所） ； Kunumi（Kunumi公司） 纠错

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

Comments 8 pages, 4 figures, accepted to International Joint Conference on Neural Networks (IJCNN) 2025

WARP: An Efficient Engine for Multi-Vector Retrieval

Jan Luca Scheerer, Matei Zaharia, Christopher Potts, Gustavo Alonso, Omar Khattab

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

Comments Accepted at SIGIR 2025

NDAI-NeuroMAP: A Neuroscience-Specific Embedding Model for Domain-Specific Retrieval

Devendra Patel, Aaditya Jain, Jayant Verma, Divyansh Rajput, Sunil Mahala, Ketki Suresh Khapare, Jayateja Kalla

机构 * NeuroDiscovery AI 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.AI

Comments The document consists of 15 pages in total: the first 13 pages comprise the main paper, while the last two pages contain supplementary material

MedAide: Information Fusion and Anatomy of Medical Intents via LLM-based Agent Collaboration

Dingkang Yang, Jinjie Wei, Mingcheng Li, Jiyao Liu, Lihao Liu, Ming Hu, Junjun He, Yakun Ju, Wei Zhou, Yang Liu, Lihua Zhang

机构 * 1 College of Intelligent Robotics ； Advanced Manufacturing, Fudan University \, 2 Multimodal Foundation Research Team, CIT Lab [1mm] 3 Shanghai Artificial Intelligence Laboratory \, 4 Institute of Science ； Technology for Brain-Inspired Intelligence, Fudan University [1mm] 5 School of Computing ； Mathematical Sciences, University of Leicester \, 6 Cardiff University [1mm] 7 Department of Computer Science, The University of Toronto \, 8 Institute of Metaverse \& Intelligent Medicine [1mm] 9 Jilin Provincial Key Laboratory of Intelligence Science ； Engineering [1mm] 10 Engineering Research Center of AI 纠错

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

Comments LLM-based Multi-Agent Collaboration for Medical Applications

Hierarchical Patch Compression for ColPali: Efficient Multi-Vector Document Retrieval with Dynamic Pruning and Quantization

Duong Bach

机构 * FPT University Sun Asterisk（FPT大学Sun Asterisk） 纠错

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

Comments 9 pages

JointRank: Rank Large Set with Single Pass

Evgeny Dedov

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

Comments ICTIR'25 Accepted

Universal Retrieval for Multimodal Trajectory Modeling

Xuan Zhang, Ziyan Jiang, Rui Meng, Yifei Leng, Zhenbang Xiao, Zora Zhiruo Wang, Yanyi Shang, Dehan Kong

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

Comments 18 pages, 3 figures, accepted by Workshop on Computer-use Agents @ ICML 2025

Historical Report Guided Bi-modal Concurrent Learning for Pathology Report Generation

Ling Zhang, Boxiang Yun, Qingli Li, Yan Wang

机构 * Shanghai Key Laboratory of Multidimensional Information Processing, \ China Normal University, Shanghai, China 纠错

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

Automatic Large Language Models Creation of Interactive Learning Lessons

Jionghao Lin, Jiarui Rao, Yiyang Zhao, Yuting Wang, Ashish Gurung, Amanda Barany, Jaclyn Ocumpaugh, Ryan S. Baker, Kenneth R. Koedinger

机构 * The University of Hong Kong（香港大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Monash University（墨尔本大学） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

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

Comments Full Research Paper, 15 pages, In Proceedings of 20th European Conference on Technology Enhanced Learning (ECTEL2025)