RAG / 检索增强生成 - arXivDaily 专题

2506.23958 2025-07-01 cs.LG 82%

Bridging the Gap with Retrieval-Augmented Generation: Making Prosthetic Device User Manuals Available in Marginalised Languages

Ikechukwu Ogbonna, Lesley Davidson, Soumya Banerjee, Abhishek Dasgupta, Laurence Kenney, Vikranth Harthikote Nagaraja

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

Comments 5 pages, 0 figures, 0 tables

Journal ref Presented in Data Science Africa 2025 Workshop, 2025, University of Ibadan, Ibadan, Nigeria

2506.22750 2025-07-01 cs.CR 82%

Enhancing Android Malware Detection with Retrieval-Augmented Generation

Saraga S., Anagha M. S., Dincy R. Arikkat, Rafidha Rehiman K. A., Serena Nicolazzo, Antonino Nocera, Vinod P

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

2506.03401 2025-06-05 cs.SE 82%

RAGOps: Operating and Managing Retrieval-Augmented Generation Pipelines

Xiwei Xu, Hans Weytjens, Dawen Zhang, Qinghua Lu, Ingo Weber, Liming Zhu

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

2505.22041 2025-05-29 cs.LG 82%

Detecting Undesired Process Behavior by Means of Retrieval Augmented Generation

Michael Grohs, Adrian Rebmann, Jana-Rebecca Rehse

机构 * University of Mannheim（曼海姆大学）； SAP Signavio

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

Comments Accepted at the BPM Forum, located at the International Conference on Business Process Management (BPM) 2025

2505.15179 2025-05-22 cs.SE 82%

RAG or Fine-tuning? A Comparative Study on LCMs-based Code Completion in Industry

Chaozheng Wang, Zezhou Yang, Shuzheng Gao, Cuiyun Gao, Ting Peng, Hailiang Huang, Yuetang Deng, Michael Lyu

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

Comments Accepted in FSE 25 Industry Track

2505.06579 2025-05-13 cs.CR 82%

POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models

Yangguang Shao, Xinjie Lin, Haozheng Luo, Chengshang Hou, Gang Xiong, Jiahao Yu, Junzheng Shi

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

Comments 12 pages, 7 tables and 3 figures

2504.21680 2025-05-01 cs.CR 82%

Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs

Pan Suo, Yu-Ming Shang, San-Chuan Guo, Xi Zhang

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

Comments 11 pages, 6 figures. This work will be submitted to the IEEE for possible publication

2504.15302 2025-04-23 cs.DC cs.OS 82%

RAGDoll: Efficient Offloading-based Online RAG System on a Single GPU

Weiping Yu, Ningyi Liao, Siqiang Luo, Junfeng Liu

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

2504.14955 2025-04-22 cs.LG 82%

Efficient Document Retrieval with G-Retriever

Manthankumar Solanki

机构 * University of Stuttgart（斯图加特大学）

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

Comments Extended version of a paper presented at NeurIPS 2024 (arXiv:2402.07630)

2504.08967 2025-04-15 cs.CR 82%

RAG-Based Fuzzing of Cross-Architecture Compilers

Rana Elnaggar, Brian Delgado, Jason M. Fung

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

2504.06279 2025-04-10 q-fin.ST 82%

Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG

Jingru Wang, Wen Ding, Xiaotong Zhu

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

2503.23421 2025-04-01 cs.SE 82%

A Multi-agent Onboarding Assistant based on Large Language Models, Retrieval Augmented Generation, and Chain-of-Thought

Andrei Cristian Ionescu, Sergey Titov, Maliheh Izadi

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

Comments Accepted in The ACM International Conference on the Foundations of Software Engineering (FSE 2025) - Demo Track

2503.21237 2025-03-28 cs.IR cs.AI cs.CL 82%

Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge Retrieval

Karanbir Singh, William Ngu

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

2503.05464 2025-03-26 cs.CV cs.CY 82%

Automatic Teaching Platform on Vision Language Retrieval Augmented Generation

Ruslan Gokhman, Jialu Li, Youshan Zhang

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

2503.18016 2025-03-25 cs.CV 82%

Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook

Xu Zheng, Ziqiao Weng, Yuanhuiyi Lyu, Lutao Jiang, Haiwei Xue, Bin Ren, Danda Paudel, Nicu Sebe, Luc Van Gool, Xuming Hu

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

Comments 19 pages, 10 figures

2501.09292 2025-03-19 cs.CL cs.AI cs.IR 82%

To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation

Kaustubh D. Dhole

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

Comments 1st workshop of "Quantify Uncertainty and Hallucination in Foundation Models: The Next Frontier in Reliable AI" at ICLR 2025

2503.07670 2025-03-12 cs.NI eess.IV 82%

Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments

Muhammad Ahmed Mohsin, Ahsan Bilal, Sagnik Bhattacharya, John M. Cioffi

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

Comments Accepted @ ICC 2025

2409.13744 2025-03-06 cs.CL cs.AI cs.IR 82%

A Simplified Retriever to Improve Accuracy of Phenotype Normalizations by Large Language Models

Daniel B. Hier, Thanh Son Do, Tayo Obafemi-Ajayi

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

Comments Published by Frontiers in Digital Health

Journal ref Frontiers in Digital Health 7, (2025): 1495040. Accessed March 4, 2025

2502.20936 2025-03-03 cs.CL cs.AI cs.IR 82%

WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval

Michael Dinzinger, Laura Caspari, Kanishka Ghosh Dastidar, Jelena Mitrović, Michael Granitzer

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

Comments 10 pages, 3 figures, 7 tables

2502.19574 2025-02-28 q-bio.QM 82%

Leveraging Retrieval-Augmented Generation and Large Language Models to Predict SERCA-Binding Protein Fragments from Cardiac Proteomics Data

Taylor A Phillips, Alejandro W. Huskey, Patrick T. Huskey, Seth L. Robia, Peter M. Kekenes-Huskey

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

2502.14930 2025-02-24 cs.SE 82%

RAGVA: Engineering Retrieval Augmented Generation-based Virtual Assistants in Practice

Rui Yang, Michael Fu, Chakkrit Tantithamthavorn, Chetan Arora, Lisa Vandenhurk, Joey Chua

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

Comments Under Review at the Journal of Systems and Software (JSS)

2501.11929 2025-01-22 cs.LG 82%

ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation

Peter Devine

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

2501.08686 2025-01-16 cs.DB cs.CL cs.IR 82%

Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching

Chuangtao Ma, Sriom Chakrabarti, Arijit Khan, Bálint Molnár

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

Comments Under Review

2501.08262 2025-01-15 cs.CY 82%

Addressing the sustainable AI trilemma: a case study on LLM agents and RAG

Hui Wu, Xiaoyang Wang, Zhong Fan

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

2501.05475 2025-01-13 cs.CL cs.AI cs.IR 82%

Retrieval-Augmented Generation by Evidence Retroactivity in LLMs

Liang Xiao, Wen Dai, Shuai Chen, Bin Qin, Chongyang Shi, Haopeng Jing, Tianyu Guo

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

2412.21023 2025-01-03 cs.LG 82%

EdgeRAG: Online-Indexed RAG for Edge Devices

Korakit Seemakhupt, Sihang Liu, Samira Khan

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

2412.20820 2024-12-31 eess.SP cs.ET 82%

Retrieval-Augmented Generation for Mobile Edge Computing via Large Language Model

Runtao Ren, Yinyu Wu, Xuhui Zhang, Jinke Ren, Yanyan Shen, Shuqiang Wang, Kim-Fung Tsang

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

Comments This manuscript has been submitted to IEEE

2412.19494 2024-12-30 cs.NI cs.IT eess.SP math.IT 82%

Retrieval-augmented Generation for GenAI-enabled Semantic Communications

Shunpu Tang, Ruichen Zhang, Yuxuan Yan, Qianqian Yang, Dusit Niyato, Xianbin Wang, Shiwen Mao

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

2412.13988 2024-12-19 cs.LG 82%

RAG for Effective Supply Chain Security Questionnaire Automation

Zaynab Batool Reza, Abdul Rafay Syed, Omer Iqbal, Ethel Mensah, Qian Liu, Maxx Richard Rahman, Wolfgang Maass

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

2412.11854 2024-12-17 cs.AR 82%

Towards Understanding Systems Trade-offs in Retrieval-Augmented Generation Model Inference

Michael Shen, Muhammad Umar, Kiwan Maeng, G. Edward Suh, Udit Gupta

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

1. 检索器与排序 4558 篇

Bridging the Gap with Retrieval-Augmented Generation: Making Prosthetic Device User Manuals Available in Marginalised Languages

Enhancing Android Malware Detection with Retrieval-Augmented Generation

RAGOps: Operating and Managing Retrieval-Augmented Generation Pipelines

Detecting Undesired Process Behavior by Means of Retrieval Augmented Generation

RAG or Fine-tuning? A Comparative Study on LCMs-based Code Completion in Industry

POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models

Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs

RAGDoll: Efficient Offloading-based Online RAG System on a Single GPU

Efficient Document Retrieval with G-Retriever

RAG-Based Fuzzing of Cross-Architecture Compilers

Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG

A Multi-agent Onboarding Assistant based on Large Language Models, Retrieval Augmented Generation, and Chain-of-Thought

Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge Retrieval

Automatic Teaching Platform on Vision Language Retrieval Augmented Generation

Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook

To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation

Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments

A Simplified Retriever to Improve Accuracy of Phenotype Normalizations by Large Language Models

WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval

Leveraging Retrieval-Augmented Generation and Large Language Models to Predict SERCA-Binding Protein Fragments from Cardiac Proteomics Data

RAGVA: Engineering Retrieval Augmented Generation-based Virtual Assistants in Practice

ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation

Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching

Addressing the sustainable AI trilemma: a case study on LLM agents and RAG

Retrieval-Augmented Generation by Evidence Retroactivity in LLMs

EdgeRAG: Online-Indexed RAG for Edge Devices

Retrieval-Augmented Generation for Mobile Edge Computing via Large Language Model

Retrieval-augmented Generation for GenAI-enabled Semantic Communications

RAG for Effective Supply Chain Security Questionnaire Automation

Towards Understanding Systems Trade-offs in Retrieval-Augmented Generation Model Inference