RAG / 检索增强生成

2503.19878 2025-10-23 cs.CL cs.IR 84%

CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation

Nengbo Wang, Xiaotian Han, Jagdip Singh, Jing Ma, Vipin Chaudhary

机构 * Department of Computer and Data Sciences, Case Western Reserve University（计算机与数据科学系，凯斯西储大学）； Department of Design and Innovation, Case Western Reserve University（设计与创新系，凯斯西储大学）

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

Comments Accepted at Findings of ACL 2025

2510.19006 2025-10-23 cs.IR 83%

XGen-Q: An Explainable Domain-Adaptive LLM Framework with Retrieval-Augmented Generation for Software Security

Hamed Jelodar, Mohammad Meymani, Roozbeh Razavi-Far, Ali A. Ghorbani

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

2510.19615 2025-10-23 cs.SE cs.CR 82%

FidelityGPT: Correcting Decompilation Distortions with Retrieval Augmented Generation

Zhiping Zhou, Xiaohong Li, Ruitao Feng, Yao Zhang, Yuekang Li, Wenbu Feng, Yunqian Wang, Yuqing Li

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

2510.19331 2025-10-23 cs.CL cs.CY 70%

Algorithmic Fairness in NLP: Persona-Infused LLMs for Human-Centric Hate Speech Detection

Ewelina Gajewska, Arda Derbent, Jaroslaw A Chudziak, Katarzyna Budzynska

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

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

Comments This paper has been accepted for the upcoming 59th Hawaii International Conference on System Sciences (HICSS-59), 2026, Hawaii, USA. The final published version will appear in the official conference proceedings

2510.19025 2025-10-23 cs.DB cs.AI 62%

FlexiDataGen: An Adaptive LLM Framework for Dynamic Semantic Dataset Generation in Sensitive Domains

Hamed Jelodar, Samita Bai, Roozbeh Razavi-Far, Ali A. Ghorbani

机构 * Canadian Institute for Cybersecurity（加拿大网络安全研究所）； Faculty of Computer Science（计算机科学学院）； University of New Brunswick（新不伦瑞克大学）

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

2510.19723 2025-10-23 cs.CL 57%

From Answers to Guidance: A Proactive Dialogue System for Legal Documents

Ashish Chouhan, Michael Gertz

机构 * Data Science Group, Institute of Computer Science, \ University, Germany

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

Comments 21 pages, 3 figures, 2 tables, 2 prompts

2510.19577 2025-10-23 cs.AR 50%

gem5 Co-Pilot: AI Assistant Agent for Architectural Design Space Exploration

Zuoming Fu, Alex Manley, Mohammad Alian

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

Comments Accepted by CAMS25, October, 2025, Seoul, Republic of Korea

2510.19227 2025-10-23 cs.CY 50%

A Design Science Blueprint for an Orchestrated AI Assistant in Doctoral Supervision

Teo Susnjak, Timothy R. McIntosh, Tong Liu, Paul Watters

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

2510.19171 2025-10-23 cs.CL 85%

Think Straight, Stop Smart: Structured Reasoning for Efficient Multi-Hop RAG

Jihwan Bang, Juntae Lee, Seunghan Yang, Sungha Choi

专题命中长文档RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；retriever(abstract)；分类 cs.CL

Comments Accepted at NeurIPS 2025 Workshop

2510.19181 2025-10-23 cs.CL cs.AI cs.LG 73%

Interpretable Question Answering with Knowledge Graphs

Kartikeya Aneja, Manasvi Srivastava, Subhayan Das, Nagender Aneja

机构 * Department of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, USA（威斯康星大学麦迪逊分校电子与计算机工程系）； Department of Computer Science, Banasthali Vidyapeeth, Rajasthan, India（班纳斯塔利大学计算机科学系）； Ansyst Consulting, Gurgaon, India（安西斯特咨询公司）； Huawei Ireland Research Center, Dublin, Ireland（华为爱尔兰研究中心）； Bradley Department of Electrical and Computer Engineering, Virginia Tech, Blacksburg, VA, USA（弗吉尼亚理工学院布拉德利电子与计算机工程系）

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

Journal ref International Semantic Intelligence Conference (ISIC), Germany, 2025

2510.19438 2025-10-23 cs.SE 50%

AutoMT: A Multi-Agent LLM Framework for Automated Metamorphic Testing of Autonomous Driving Systems

Linfeng Liang, Chenkai Tan, Yao Deng, Yingfeng Cai, T. Y Chen, Xi Zheng

专题命中图谱与结构化RAG ：RAG(abstract)

2504.00939 2025-10-23 cs.CV cs.CL 70%

WikiVideo: Article Generation from Multiple Videos

Alexander Martin, Reno Kriz, William Gantt Walden, Kate Sanders, Hannah Recknor, Eugene Yang, Francis Ferraro, Benjamin Van Durme

机构 * Johns Hopkins University（约翰霍普金斯大学）； Human Language Technology Center of Excellence（人机语言技术卓越中心）； University of Maryland Baltimore County（马里兰大学巴尔的摩县分校）

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

Comments Repo can be found here: https://github.com/alexmartin1722/wikivideo

2510.17150 2025-10-23 cs.RO 69%

OmniVIC: A Self-Improving Variable Impedance Controller with Vision-Language In-Context Learning for Safe Robotic Manipulation

Heng Zhang, Wei-Hsing Huang, Gokhan Solak, Arash Ajoudani

机构 * Human-Robot Interfaces and Interaction Lab, Istituto Italiano di Tecnologia, Genoa, Italy（人机交互实验室，意大利理工学院，热那亚）； Georgia Institute of Technology, Atlanta, USA（佐治亚理工学院，美国亚特兰大）

专题命中多模态RAG ：RAG(abstract,comments)；retrieval-augmented generation(abstract)

Comments Code, video and RAG dataset are available at \url{https://sites.google.com/view/omni-vic}

2504.03931 2025-10-23 cs.CL cs.AI 73%

NAACL2025 Tutorial: Adaptation of Large Language Models

Zixuan Ke, Yifei Ming, Shafiq Joty

机构 * Salesforce AI Research（Salesforce人工智能研究）

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

Comments NAACL2025 Tutorial

2507.15268 2025-10-23 cs.AI cs.MA 70%

IM-Chat: A Multi-agent LLM Framework Integrating Tool-Calling and Diffusion Modeling for Knowledge Transfer in Injection Molding Industry

Junhyeong Lee, Joon-Young Kim, Heekyu Kim, Inhyo Lee, Seunghwa Ryu

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

1. 检索器与排序 8 篇