RAG / 检索增强生成

MuaLLM: A Multimodal Large Language Model Agent for Circuit Design Assistance with Hybrid Contextual Retrieval-Augmented Generation

Pravallika Abbineni, Saoud Aldowaish, Colin Liechty, Soroosh Noorzad, Ali Ghazizadeh, Morteza Fayazi

机构 * University of Utah（犹他大学） ； University of Michigan（密歇根大学） 纠错

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

ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation

Reza Yousefi Maragheh, Pratheek Vadla, Priyank Gupta, Kai Zhao, Aysenur Inan, Kehui Yao, Jianpeng Xu, Praveen Kanumala, Jason Cho, Sushant Kumar

机构 * Walmart Global Tech（沃尔玛全球科技） 纠错

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

PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization

Kepu Zhang, Teng Shi, Weijie Yu, Jun Xu

机构 * Gaoling School of Artificial Intelligence\ University of China Beijing China ； School of Information Technology ； Gaoling School of Artificial Intelligence\ University of China 纠错

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

Role of Large Language Models and Retrieval-Augmented Generation for Accelerating Crystalline Material Discovery: A Systematic Review

Agada Joseph Oche, Arpan Biswas

机构 * Bredesen Center for Interdisciplinary Research, University of Tennessee, Knoxville, USA（跨学科研究中心，田纳西大学，诺克斯维尔，美国） ； University of Tennessee-Oak Ridge Innovation Institute, University of Tennessee, Knoxville, USA（田纳西大学橡树岭创新研究所，田纳西大学，诺克斯维尔，美国） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)

Comments 10 pages, 2 figures

TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text

Ahmed Lekssays, Utsav Shukla, Husrev Taha Sencar, Md Rizwan Parvez

专题命中 检索器与排序 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)

Comments Accepted at ACL (Findings) 2025

BiXSE: Improving Dense Retrieval via Probabilistic Graded Relevance Distillation

Christos Tsirigotis, Vaibhav Adlakha, Joao Monteiro, Aaron Courville, Perouz Taslakian

机构 * Université de Montéal（蒙特阿尔大学） ； Mila - Quebec AI Institute（魁北克AI研究院） ； McGill University（麦吉尔大学） ； Apple MLR（苹果机器学习研究部） ； IVADO, Canada（加拿大IVADO研究所） ； CIFAR AI Chair（CIFAR人工智能主席） ； ServiceNow Research（ServiceNow研究） 纠错

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

Comments 22 pages, 5 figures, accepted at COLM 2025

Leaps Beyond the Seen: Reinforced Reasoning Augmented Generation for Clinical Notes

Lo Pang-Yun Ting, Chengshuai Zhao, Yu-Hua Zeng, Yuan Jee Lim, Kun-Ta Chuang, Huan Liu

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

HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches

Jiejun Tan, Zhicheng Dou, Yan Yu, Jiehan Cheng, Qiang Ju, Jian Xie, Ji-Rong Wen

机构 * Baichuan（百川） 纠错

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

Comments Code and datasets are available at https://github.com/plageon/HierSearch

SwarmVLM: VLM-Guided Impedance Control for Autonomous Navigation of Heterogeneous Robots in Dynamic Warehousing

Malaika Zafar, Roohan Ahmed Khan, Faryal Batool, Yasheerah Yaqoot, Ziang Guo, Mikhail Litvinov, Aleksey Fedoseev, Dzmitry Tsetserukou

机构 * Intelligent Space Robotics Laboratory, Skolkovo Institute of Science and Technology（智能空间机器人实验室，斯克洛科沃科学与技术研究所） 纠错

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

Multi-Modal Requirements Data-based Acceptance Criteria Generation using LLMs

Fanyu Wang, Chetan Arora, Yonghui Liu, Kaicheng Huang, Chakkrit Tantithamthavorn, Aldeida Aleti, Dishan Sambathkumar, David Lo

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

Improving Document Retrieval Coherence for Semantically Equivalent Queries

Stefano Campese, Alessandro Moschitti, Ivano Lauriola

机构 * Amazon AGI（亚马逊人工智能研究院） ； University of Trento（特伦托大学） 纠错

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

LL3M: Large Language 3D Modelers

Sining Lu, Guan Chen, Nam Anh Dinh, Itai Lang, Ari Holtzman, Rana Hanocka

机构 * University of Chicago（芝加哥大学） 纠错

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

Comments Our project page is at https://threedle.github.io/ll3m

FEAT: A Multi-Agent Forensic AI System with Domain-Adapted Large Language Model for Automated Cause-of-Death Analysis

Chen Shen, Wanqing Zhang, Kehan Li, Erwen Huang, Haitao Bi, Aiying Fan, Yiwen Shen, Hongmei Dong, Ji Zhang, Yuming Shao, Zengjia Liu, Xinshe Liu, Tao Li, Chunxia Yan, Shuanliang Fan, Di Wu, Jianhua Ma, Bin Cong, Zhenyuan Wang, Chunfeng Lian

机构 * Key Laboratory of National Ministry of Health for Forensic Sciences, School of Medicine \& Forensics, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； School of Mathematics ； Statistics, Xi'an Jiaotong University, Xi'an, Shaanxi 710149, China ； Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, Hebei 050017, China ； Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science ； Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； Faculty of Forensic Medicine, Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China ； Department of Forensic Medicine, Xinxiang Medical University, Xinxiang, Henan 453003, China ； Department of Forensic Medicine, School of Basic Medical Sciences, Fudan University, Shanghai 200032, China ； Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science ； Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Ministry of Justice, Shanghai 200063, China ； School of Forensic Medicine of Jining Medical University, Jining, Shandong 272067, China 纠错

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

Comments 18pages, 6 figures

RAIR: Retrieval-Augmented Iterative Refinement for Chinese Spelling Correction

Junhong Liang, Yu Zhou

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

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

GLiClass: Generalist Lightweight Model for Sequence Classification Tasks

Ihor Stepanov, Mykhailo Shtopko, Dmytro Vodianytskyi, Oleksandr Lukashov, Alexander Yavorskyi, Mykyta Yaroshenko

机构 * Knowledgator Engineering（Knowledgator工程） 纠错

专题命中 向量检索 ：RAG(abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 7 tables, 2 figures

HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways

Cristian Cosentino, Annamaria Defilippo, Marco Dossena, Christopher Irwin, Sara Joubbi, Pietro Liò

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

EfficientEQA: An Efficient Approach to Open-Vocabulary Embodied Question Answering

Kai Cheng, Zhengyuan Li, Xingpeng Sun, Byung-Cheol Min, Amrit Singh Bedi, Aniket Bera

机构 * Purdue University（普渡大学） ； University of Central Florida（中央佛罗里达大学） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments IROS 2025 Oral

A Frame for Communication Control

Aernout Schmidt, Kunbei Zhang

专题命中 长文档RAG ：RAG(abstract)

Comments 10,216 words, 21 pages, 3 tables

Retrieval augmented generation based dynamic prompting for few-shot biomedical named entity recognition using large language models

Yao Ge, Sudeshna Das, Yuting Guo, Abeed Sarker

机构 * Department of Biomedical Informatics, School of Medicine, Emory University（生物医学信息学系，医学院，埃默里大学） ； Department of Computer Science, Emory University（计算机科学系，埃默里大学） ； National Library of Medicine, National Institutes of Health（国家医学图书馆，国立卫生研究院） ； Department of Biomedical Engineering, Georgia Institute of Technology and Emory University（生物医学工程系，佐治亚理工学院和埃默里大学） 纠错

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

Comments 31 pages, 4 figures, 15 tables

Understanding Users' Privacy Perceptions Towards LLM's RAG-based Memory

Shuning Zhang, Rongjun Ma, Ying Ma, Shixuan Li, Yiqun Xu, Xin Yi, Hewu Li

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)

Generative Artificial Intelligence Extracts Structure-Function Relationships from Plants for New Materials

Rachel K. Luu, Jingyu Deng, Mohammed Shahrudin Ibrahim, Nam-Joon Cho, Ming Dao, Subra Suresh, Markus J. Buehler

机构 * Department of Materials Science and Engineering（材料科学与工程系） ； Laboratory for Atomistic and Molecular Mechanics (LAMM)（原子分子力学实验室） ； Massachusetts Institute of Technology（麻省理工学院） ； School of Materials Science and Engineering（材料科学与工程学院） ； Centre for Cross Economy Global（跨经济全球中心） ； Nanyang Technological University（南洋理工大学） 纠错

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

Reviewing Clinical Knowledge in Medical Large Language Models: Training and Beyond

Qiyuan Li, Haijiang Liu, Caicai Guo, Chao Gao, Deyu Chen, Meng Wang, Feng Gao, Frank van Harmelen, Jinguang Gu

机构 * School of Computer Science and Technology, Wuhan University of Science and Technology（计算机科学与技术学院，武汉科技大学） ； Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System（湖北省智能信息处理与实时工业系统重点实验室） ； School of Computer Science and Technology, Huazhong University of Science and Technology（计算机科学与技术学院，华中科技大学） ； School of Cyber Science and Engineering, Wuhan University（网络科学与工程学院，武汉大学） ； Department of Computer Science, Vrije Universiteit Amsterdam（计算机科学系，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.CL、cs.AI

Comments Accepted for publication in Knowledge-Based Systems. The arXiv version is the pre-peer-review preprint, and the final published version is not available here due to publisher policy

Journal ref Knowledge-Based Systems, 114215(2025)

HERGC: Heterogeneous Experts Representation and Generative Completion for Multimodal Knowledge Graphs

Yongkang Xiao, Rui Zhang

机构 * University of Minnesota（明尼苏达大学） 纠错

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

Med-GRIM: Enhanced Zero-Shot Medical VQA using prompt-embedded Multimodal Graph RAG

Rakesh Raj Madavan, Akshat Kaimal, Hashim Faisal, Chandrakala S

机构 * Shiv Nadar University Chennai（施瓦斯纳大学钦奈） 纠错

专题命中 多模态RAG ：RAG(title,abstract)

Multi-Modal Semantic Parsing for the Interpretation of Tombstone Inscriptions

Xiao Zhang, Johan Bos

机构 * University of Groningen（格罗宁根大学） 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments ACMMM 2025

MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation

Wenlong Wu, Haofen Wang, Bohan Li, Peixuan Huang, Xinzhe Zhao, Lei Liang

机构 * 1 College of Artificial Intelligence, Nanjing University of Aeronautics ； Astronautics, Key Laboratory of Brain-Machine Intelligence Technology, Ministry of Education ； 2 College of Design \& Innovation, Tongji University ； 3 Key Laboratory of Intelligent Decision ； 4 Collaborative Innovation Center of Novel Software Technology 纠错

专题命中 RAG评测 ：retrieval augmented generation(title,abstract)；retrieval-augmented generation(abstract)；RAG(abstract)；knowledge retrieval(abstract)

Comments Accepted by ICDE 2025 Research Paper

Journal ref In 2025 IEEE 41st International Conference on Data Engineering (ICDE), Hong Kong, 2025, pp. 3070-3083

Schema Lineage Extraction at Scale: Multilingual Pipelines, Composite Evaluation, and Language-Model Benchmarks

Jiaqi Yin, Yi-Wei Chen, Meng-Lung Lee, Xiya Liu

机构 * Microsoft Redmond, WA（微软红木城） ； Antra. Inc.（Antra公司） 纠错

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI、cs.DB

WebWalker: Benchmarking LLMs in Web Traversal

Jialong Wu, Wenbiao Yin, Yong Jiang, Zhenglin Wang, Zekun Xi, Runnan Fang, Linhai Zhang, Yulan He, Deyu Zhou, Pengjun Xie, Fei Huang

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Large Language Models for Oral History Understanding with Text Classification and Sentiment Analysis

Komala Subramanyam Cherukuri, Pranav Abishai Moses, Aisa Sakata, Jiangping Chen, Haihua Chen

机构 * University of North Texas（北卡罗来纳州立大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI