RAG / 检索增强生成

2506.15655 2025-10-06 cs.SE cs.AI cs.CL cs.IR 85%

cAST: Enhancing Code Retrieval-Augmented Generation with Structural Chunking via Abstract Syntax Tree

Yilin Zhang, Xinran Zhao, Zora Zhiruo Wang, Chenyang Yang, Jiayi Wei, Tongshuang Wu

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

2508.01918 2025-10-06 cs.CL cs.AI 84%

Quantum-RAG and PunGPT2: Advancing Low-Resource Language Generation and Retrieval for the Punjabi Language

Jaskaranjeet Singh, Rakesh Thakur

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

2508.00579 2025-10-06 cs.MM cs.IR 83%

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Ziyu Gong, Chengcheng Mai, Yihua Huang

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

Comments Comments: Update Title, Author, Abstract, etc

2510.02359 2025-10-06 cs.CL cs.AI 76%

Emission-GPT: A domain-specific language model agent for knowledge retrieval, emission inventory and data analysis

Jiashu Ye, Tong Wu, Weiwen Chen, Hao Zhang, Zeteng Lin, Xingxing Li, Shujuan Weng, Manni Zhu, Xin Yuan, Xinlong Hong, Jingjie Li, Junyu Zheng, Zhijiong Huang, Jing Tang

专题命中检索器与排序：knowledge retrieval(title)；分类 cs.CL、cs.AI

2510.02668 2025-10-06 cs.IR cs.AI 73%

AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Liu

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China

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

2507.21117 2025-10-06 cs.IR cs.AI 73%

A Comprehensive Review on Harnessing Large Language Models to Overcome Recommender System Challenges

Rahul Raja, Anshaj Vats, Arpita Vats, Anirban Majumder

机构 * Linkedin, Carnegie Mellon University, Stanford University（LinkedIn、卡内基梅隆大学、斯坦福大学）； Meta ； Linkedin, Meta AI, Amazon, Boston University（LinkedIn、Meta AI、亚马逊、波士顿大学）； Amazon（亚马逊）

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

2510.02634 2025-10-06 cs.SE cs.AI 70%

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

2509.21634 2025-10-06 cs.CR cs.AI cs.LG cs.NI 70%

MobiLLM: An Agentic AI Framework for Closed-Loop Threat Mitigation in 6G Open RANs

Prakhar Sharma, Haohuang Wen, Vinod Yegneswaran, Ashish Gehani, Phillip Porras, Zhiqiang Lin

机构 * SRI ； The Ohio State University（俄亥俄州立大学）

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

2510.02694 2025-10-06 cs.CR 67%

MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols

Bowei Ning, Xuejun Zong, Kan He

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

2502.00415 2025-10-06 q-fin.CP cs.AI cs.CL cs.MA q-fin.PM 62%

MarketSenseAI 2.0: Enhancing Stock Analysis through LLM Agents

George Fatouros, Kostas Metaxas, John Soldatos, Manos Karathanassis

机构 * George Fatouros 1,2（乔治·法图罗斯（1,2））； Kostas Metaxas 1,3（科斯塔斯·梅塔克斯（1,3））； John Soldatos 2（约翰·索拉托斯（2））； Manos Karathanassis 3（曼纳斯·卡拉塔西斯（3））

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

Comments 25 pages, 7 figures, Under review at Financial Innovation (FIN)

2510.03204 2025-10-06 cs.CL 57%

FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents

Imene Kerboua, Sahar Omidi Shayegan, Megh Thakkar, Xing Han Lù, Léo Boisvert, Massimo Caccia, Jérémy Espinas, Alexandre Aussem, Véronique Eglin, Alexandre Lacoste

机构 * LIRIS - CNRS, INSA Lyon, Universite Claude Bernard Lyon 1（LIRIS - CNRS，INSA里昂，克劳德·贝尔纳大学里昂）； Esker ； ServiceNow Research（ServiceNow研究）； Mila - Quebec AI Institute（魁北克人工智能研究所）； McGill University（麦吉尔大学）； Polytechnique Montréal（蒙特利尔理工学院）

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

2510.02827 2025-10-06 cs.CL cs.IR 79%

StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering

Tengjun Ni, Xin Yuan, Shenghong Li, Kai Wu, Ren Ping Liu, Wei Ni, Wenjie Zhang

机构 * University of Technology Sydney, Australia（澳大利亚技术大学）； Data61, CSIRO, Australia（数据61，CSIRO）； School of Engineering, Edith Cowan University, Australia（埃迪斯·科温大学工程学院）； University of New South Wales, Australia（新南威尔士大学）

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

2509.23899 2025-10-06 cs.CV 67%

Q-FSRU: Quantum-Augmented Frequency-Spectral For Medical Visual Question Answering

Rakesh Thakur, Yusra Tariq, Rakesh Chandra Joshi

机构 * Amity University（阿米蒂大学）

专题命中知识库问答：retrieval-augmented generation(abstract)；RAG(abstract)

Comments 12 pages (9 main + 2 references/appendix), 2 figures, conference paper submitted to ICLR 2026

2510.02803 2025-10-06 cs.RO cs.AI cs.CV 70%

Work Zones challenge VLM Trajectory Planning: Toward Mitigation and Robust Autonomous Driving

Yifan Liao, Zhen Sun, Xiaoyun Qiu, Zixiao Zhao, Wenbing Tang, Xinlei He, Xinhu Zheng, Tianwei Zhang, Xinyi Huang, Xingshuo Han

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Nanjing University of Aeronautics and Astronautics（南京航空航天大学）； Northwest A&F University（西北农林科技大学）； Nanyang Technological University（南洋理工大学）； Jinan University（济南大学）

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

Comments 13 pages,5 figures

2506.02580 2025-10-06 cs.AI 70%

V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Driving

Xuewen Luo, Fengze Yang, Fan Ding, Xiangbo Gao, Shuo Xing, Yang Zhou, Zhengzhong Tu, Chenxi Liu

机构 * University of Utah（犹他大学）； Monash University（莫纳什大学）； Texas A&M University（德克萨斯农工大学）

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

2510.02549 2025-10-06 cs.CL cs.AI 84%

Knowledge-Graph Based RAG System Evaluation Framework

Sicheng Dong, Vahid Zolfaghari, Nenad Petrovic, Alois Knoll

机构 * Technical University of Munich, Robotics, Artificial Intelligence and Embedded Systems（慕尼黑技术大学，机器人，人工智能与嵌入式系统）

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

2502.11400 2025-10-06 cs.CL 83%

On the Diminishing Returns of Complex Robust RAG Training in the Era of Powerful LLMs

Hanxing Ding, Shuchang Tao, Liang Pang, Zihao Wei, Liwei Chen, Kun Xu, Huawei Shen, Xueqi Cheng

机构 * State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences（人工智能安全国家重点实验室，计算技术研究所，中国科学院）； Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团）； Institute of Computing Technology（计算技术研究所）

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

Comments Accepted at SIGIR-AP 2025

2510.02653 2025-10-06 cs.AI cs.IR 73%

Geolog-IA: Conversational System for Academic Theses

Micaela Fuel Pozo, Andrea Guatumillo Saltos, Yeseña Tipan Llumiquinga, Kelly Lascano Aguirre, Marilyn Castillo Jara, Christian Mejia-Escobar

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

Comments 17 pages, in Spanish language

2510.02347 2025-10-06 cs.CL cs.AI 73%

Small Language Models for Curriculum-based Guidance

Konstantinos Katharakis, Sippo Rossi, Raghava Rao Mukkamala

机构 * Copenhagen Business School（哥本哈根商学院）； Hanken School of Economics（汉肯经济学院）

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

1. 检索器与排序 11 篇

cAST: Enhancing Code Retrieval-Augmented Generation with Structural Chunking via Abstract Syntax Tree

Quantum-RAG and PunGPT2: Advancing Low-Resource Language Generation and Retrieval for the Punjabi Language

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Emission-GPT: A domain-specific language model agent for knowledge retrieval, emission inventory and data analysis

AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems

A Comprehensive Review on Harnessing Large Language Models to Overcome Recommender System Challenges

Automatic Building Code Review: A Case Study

MobiLLM: An Agentic AI Framework for Closed-Loop Threat Mitigation in 6G Open RANs

MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols

MarketSenseAI 2.0: Enhancing Stock Analysis through LLM Agents

FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents

2. 知识库问答 2 篇

StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering

Q-FSRU: Quantum-Augmented Frequency-Spectral For Medical Visual Question Answering

3. 多模态RAG 2 篇

Work Zones challenge VLM Trajectory Planning: Toward Mitigation and Robust Autonomous Driving

V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Driving

4. RAG评测 4 篇

Knowledge-Graph Based RAG System Evaluation Framework

On the Diminishing Returns of Complex Robust RAG Training in the Era of Powerful LLMs

Geolog-IA: Conversational System for Academic Theses

Small Language Models for Curriculum-based Guidance