RAG / 检索增强生成

2510.00261 2025-10-02 cs.CL cs.AI cs.MM 84%

Retrieval-Augmented Generation for Electrocardiogram-Language Models

Xiaoyu Song, William Han, Tony Chen, Chaojing Duan, Michael A. Rosenberg, Emerson Liu, Ding Zhao

机构 * Carnegie Mellon University（卡内基梅隆大学）； Columbia University（哥伦比亚大学）； Allegheny Health Network（阿勒格尼医疗网络）； University of Colorado（科罗拉多大学）

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

Comments 5 pages, 2 figures; Submitted to ICASSP 2026

2509.24866 2025-10-02 cs.CL cs.AI 84%

Metaphor identification using large language models: A comparison of RAG, prompt engineering, and fine-tuning

Matteo Fuoli, Weihang Huang, Jeannette Littlemore, Sarah Turner, Ellen Wilding

机构 * Department of Linguistics and Communication（语言学与传播学系）； University of Birmingham（伯明翰大学）； Centre for Arts, Memory & Communities（艺术、记忆与社区中心）； Coventry University（考文垂大学）

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

2510.00880 2025-10-02 cs.CL 83%

HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation

Loris Bergeron, Ioana Buhnila, Jérôme François, Radu State

机构 * Banque de Luxembourg（卢森堡银行）； Center for Data Science in Humanities, Chosun University（人文数据科学中心，全州大学）； ATILF, University of Lorraine–CNRS（ATILF，洛林大学–CNRS）； SnT, University of Luxembourg（SnT，卢森堡大学）

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

2510.00552 2025-10-02 cs.AI cs.HC 83%

Data Quality Challenges in Retrieval-Augmented Generation

Leopold Müller, Joshua Holstein, Sarah Bause, Gerhard Satzger, Niklas Kühl

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

Comments Preprint version. Accepted for presentation at the International Conference on Information Systems (ICIS 2025). Please cite the published version when available

2510.00137 2025-10-02 cs.IR cs.AI cs.CL 80%

Optimizing What Matters: AUC-Driven Learning for Robust Neural Retrieval

Nima Sheikholeslami, Erfan Hosseini, Patrice Bechard, Srivatsava Daruru, Sai Rajeswar

机构 * ServiceNow

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

2510.01165 2025-10-02 cs.CL cs.AI cs.LG 73%

GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning

Oussama Gabouj, Kamel Charaf, Ivan Zakazov, Nicolas Baldwin, Robert West

机构 * EPFL（苏黎世联邦理工学院）

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

Comments EMNLP 2025 (findings)

2510.00662 2025-10-02 cs.CL cs.AI 73%

Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation

François Ledoyen, Gaël Dias, Jeremie Pantin, Alexis Lechervy, Fabrice Maurel, Youssef Chahir

机构 * Université Caen Normandie, ENSICAEN, CNRS, Normandie Univ, GREYC UMR 6072（法国卡恩大学、ENSICAEN、CNRS、诺曼底大学、GREYC UMR 6072）； Koena SAS

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

Comments EMNLP 2025

2405.20485 2025-10-02 cs.CR cs.CL cs.LG 70%

Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation

Harsh Chaudhari, Giorgio Severi, John Abascal, Anshuman Suri, Matthew Jagielski, Christopher A. Choquette-Choo, Milad Nasr, Cristina Nita-Rotaru, Alina Oprea

机构 * Northeastern University（东北大学）； OpenAI

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

2505.12950 2025-10-02 cs.CL 57%

GuRE:Generative Query REwriter for Legal Passage Retrieval

Daehee Kim, Deokhyung Kang, Jonghwi Kim, Sangwon Ryu, Gary Geunbae Lee

机构 * Graduate School of Artificial Intelligence, POSTECH, Republic of Korea（人工智能研究生院，POSTECH，大韩民国）； AI Future Lab, KT, Republic of Korea（AI未来实验室，KT，大韩民国）； Department of Computer Science and Engineering, POSTECH, Republic of Korea（计算机科学与工程系，POSTECH，大韩民国）

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

Comments NLLP Workshop at EMNLP 2025

2510.00482 2025-10-02 cs.CL 57%

Agent Fine-tuning through Distillation for Domain-specific LLMs in Microdomains

Yawen Xue, Masaya Tsunokake, Yuta Koreeda, Ekant Muljibhai Amin, Takashi Sumiyoshi, Yasuhiro Sogawa

机构 * Research（研究）； Development Group Hitachi, Ltd. Tokyo, Japan（开发组日立株式会社东京日本）

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

Comments Accepted by AIxB 2025

2510.00324 2025-10-02 cs.SE cs.IR cs.LG 57%

Which Programming Language and Model Work Best With LLM-as-a-Judge For Code Retrieval?

Lucas Roberts, Denisa Roberts

机构 * Independent Researcher（独立研究者）； New York University（纽约大学）

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

Comments Accepted as a full paper at SIGIR-AP 2025

2510.00156 2025-10-02 cs.AI 57%

AuditAgent: Expert-Guided Multi-Agent Reasoning for Cross-Document Fraudulent Evidence Discovery

Songran Bai, Bingzhe Wu, Yiwei Zhang, Chengke Wu, Xiaolong Zheng, Yaze Yuan, Ke Wu, Jianqiang Li

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； Shenzhen University（深圳大学）； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究所）； Peking University（北京大学）； Southern University of Science and Technology（南方科技大学）

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

2510.00529 2025-10-02 cs.CR 67%

Memory-Augmented Log Analysis with Phi-4-mini: Enhancing Threat Detection in Structured Security Logs

Anbi Guo, Mahfuza Farooque

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

2503.02723 2025-10-02 cs.RO 67%

ImpedanceGPT: VLM-driven Impedance Control of Swarm of Mini-drones for Intelligent Navigation in Dynamic Environment

Faryal Batool, Yasheerah Yaqoot, Malaika Zafar, Roohan Ahmed Khan, Muhammad Haris Khan, 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，斯克尔科沃科学与技术研究所）

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

Comments Accepted in IROS 2025

2510.00088 2025-10-02 cs.AI cs.CY 57%

Judging by Appearances? Auditing and Intervening Vision-Language Models for Bail Prediction

Sagnik Basu, Shubham Prakash, Ashish Maruti Barge, Siddharth D Jaiswal, Abhisek Dash, Saptarshi Ghosh, Animesh Mukherjee

机构 * Indian Institute of Technology Kharagpur（印度理工学院Khargapur分校）； Max Planck Institute for Software Systems（马克斯·普朗克软件系统研究所）

专题命中多模态RAG ：RAG(abstract)；分类 cs.AI

2510.00001 2025-10-02 cs.LG cs.AI cs.SE 83%

Methodological Framework for Quantifying Semantic Test Coverage in RAG Systems

Noah Broestl, Adel Nasser Abdalla, Rajprakash Bale, Hersh Gupta, Max Struever

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

Comments 7 pages, 3 figures, 1 table, 1 algo

2509.18178 2025-10-02 cs.AI cs.CE cs.LG 57%

Foam-Agent 2.0: An End-to-End Composable Multi-Agent Framework for Automating CFD Simulation in OpenFOAM

Ling Yue, Nithin Somasekharan, Tingwen Zhang, Yadi Cao, Shaowu Pan

机构 * Rensselaer Polytechnic Institute（拉特格斯理工学院）； University of California San Diego（加州大学圣地亚哥分校）

专题命中 RAG评测：RAG(abstract)；分类 cs.AI

2503.22678 2025-10-02 cs.CL 57%

Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions

Mohammad Almansoori, Komal Kumar, Hisham Cholakkal

机构 * Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed人工智能大学）

专题命中 RAG评测：knowledge retrieval(abstract)；分类 cs.CL

Comments 14 page, 4 figures, 61 references, presented in MICCAI (Oral)

1. 检索器与排序 12 篇

Retrieval-Augmented Generation for Electrocardiogram-Language Models

Metaphor identification using large language models: A comparison of RAG, prompt engineering, and fine-tuning

HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation

Data Quality Challenges in Retrieval-Augmented Generation

Optimizing What Matters: AUC-Driven Learning for Robust Neural Retrieval

GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning

Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation

Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation

GuRE:Generative Query REwriter for Legal Passage Retrieval

Agent Fine-tuning through Distillation for Domain-specific LLMs in Microdomains

Which Programming Language and Model Work Best With LLM-as-a-Judge For Code Retrieval?

AuditAgent: Expert-Guided Multi-Agent Reasoning for Cross-Document Fraudulent Evidence Discovery

2. 图谱与结构化RAG 1 篇

Memory-Augmented Log Analysis with Phi-4-mini: Enhancing Threat Detection in Structured Security Logs

3. 多模态RAG 2 篇

ImpedanceGPT: VLM-driven Impedance Control of Swarm of Mini-drones for Intelligent Navigation in Dynamic Environment

Judging by Appearances? Auditing and Intervening Vision-Language Models for Bail Prediction

4. RAG评测 3 篇

Methodological Framework for Quantifying Semantic Test Coverage in RAG Systems

Foam-Agent 2.0: An End-to-End Composable Multi-Agent Framework for Automating CFD Simulation in OpenFOAM

Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions