RAG / 检索增强生成 - arXivDaily 专题

2508.08137 2025-08-12 cs.LG cs.AI cs.SY eess.SY 85%

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）

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

2506.21931 2025-08-12 cs.IR cs.AI cs.CL cs.MA 85%

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）

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

2508.07342 2025-08-12 cs.IR cs.CL 84%

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

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

2508.06691 2025-08-12 cond-mat.mtrl-sci cs.LG 82%

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）

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

Comments 10 pages, 2 figures

2505.11988 2025-08-12 cs.CR 82%

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

2508.06781 2025-08-12 cs.IR cs.AI cs.LG 81%

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）

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

2506.05386 2025-08-12 cs.CL cs.AI 73%

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

2508.08088 2025-08-12 cs.IR cs.AI cs.CL 67%

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）

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

2508.07814 2025-08-12 cs.RO 67%

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）

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

2508.06888 2025-08-12 cs.SE 67%

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)

2508.07975 2025-08-12 cs.IR cs.CL 62%

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）

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

2508.08228 2025-08-12 cs.GR cs.AI 57%

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）

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

2508.07950 2025-08-12 cs.AI cs.CV cs.LG cs.MA 57%

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

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

Comments 18pages, 6 figures

2504.18938 2025-08-12 cs.CL 57%

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

2502.03450 2025-08-12 cs.LG cs.AI cs.MA cs.RO 57%

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

1. 检索器与排序 15 篇