RAG / 检索增强生成 - arXivDaily 专题

2508.03719 2025-08-07 cs.CL cs.AI 73%

Intent Aware Context Retrieval for Multi-Turn Agricultural Question Answering

Abhay Vijayvargia, Ajay Nagpal, Kundeshwar Pundalik, Atharva Savarkar, Smita Gautam, Pankaj Singh, Rohit Saluja, Ganesh Ramakrishnan

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

2507.22923 2025-08-01 cs.CL cs.AI 73%

How and Where to Translate? The Impact of Translation Strategies in Cross-lingual LLM Prompting

Aman Gupta, Yingying Zhuang, Zhou Yu, Ziji Zhang, Anurag Beniwal

机构 * Amazon（亚马逊）

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

Comments Accepted at Prompt Optimization KDD '25

2507.14615 2025-07-22 cs.CL cs.AI 73%

Retrieval-Augmented Clinical Benchmarking for Contextual Model Testing in Kenyan Primary Care: A Methodology Paper

Fred Mutisya, Shikoh Gitau, Christine Syovata, Diana Oigara, Ibrahim Matende, Muna Aden, Munira Ali, Ryan Nyotu, Diana Marion, Job Nyangena, Nasubo Ongoma, Keith Mbae, Elizabeth Wamicha, Eric Mibuari, Jean Philbert Nsengemana, Talkmore Chidede

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

Comments 29 pages, 6 figs, 6 tables. Companion methods paper forthcoming

2502.13497 2025-07-17 cs.CL cs.AI 73%

Towards Geo-Culturally Grounded LLM Generations

Piyawat Lertvittayakumjorn, David Kinney, Vinodkumar Prabhakaran, Donald Martin, Sunipa Dev

机构 * Google（谷歌）； Washington University in St. Louis（华盛顿大学圣路易斯分校）

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

Comments ACL 2025 (main conference)

2507.08945 2025-07-15 cs.IR cs.AI 73%

GraphRunner: A Multi-Stage Framework for Efficient and Accurate Graph-Based Retrieval

Savini Kashmira, Jayanaka L. Dantanarayana, Krisztián Flautner, Lingjia Tang, Jason Mars

机构 * University of Michigan（密歇根大学）

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

2507.05577 2025-07-09 cs.IR cs.CL cs.LG 73%

Beyond Retrieval: Ensembling Cross-Encoders and GPT Rerankers with LLMs for Biomedical QA

Shashank Verma, Fengyi Jiang, Xiangning Xue

机构 * Georgia Institute of Technology（佐治亚理工学院）

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

Comments Paper submitted to CLEF 2025 CEUR-WS

2507.01297 2025-07-08 cs.CL cs.IR 73%

Frustratingly Simple Retrieval Improves Challenging, Reasoning-Intensive Benchmarks

Xinxi Lyu, Michael Duan, Rulin Shao, Pang Wei Koh, Sewon Min

机构 * Allen Institute for AI（艾伦人工智能研究所）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； University of Southern California（南加州大学）； University of Washington（华盛顿大学）

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

Comments 33 pages, 2 figures, 27 tables

2410.10360 2025-07-01 cs.CL cs.IR 73%

Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning

Yongxin Xu, Ruizhe Zhang, Xinke Jiang, Yujie Feng, Yuzhen Xiao, Xinyu Ma, Runchuan Zhu, Xu Chu, Junfeng Zhao, Yasha Wang

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

Comments Accepted to ACL 2025 Main Conference

2506.22026 2025-06-30 cs.IR cs.AI 73%

Literature-Grounded Novelty Assessment of Scientific Ideas

Simra Shahid, Marissa Radensky, Raymond Fok, Pao Siangliulue, Daniel S. Weld, Tom Hope

机构 * Microsoft（微软公司）； University of Washington（华盛顿大学）； Allen Institute for AI（人工智能研究所）

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

2410.09942 2025-06-27 cs.CL cs.IR 73%

Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization

Alireza Salemi, Hamed Zamani

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校）

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

2506.19484 2025-06-25 cs.CL cs.AI cs.HC 73%

Dialogic Pedagogy for Large Language Models: Aligning Conversational AI with Proven Theories of Learning

Russell Beale

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

2506.11376 2025-06-16 cs.AI cs.CL cs.HC 73%

Large Language Model-Powered Conversational Agent Delivering Problem-Solving Therapy (PST) for Family Caregivers: Enhancing Empathy and Therapeutic Alliance Using In-Context Learning

Liying Wang, Ph. D., Daffodil Carrington, M. S., Daniil Filienko, M. S., Caroline El Jazmi, M. S., Serena Jinchen Xie, M. S., Martine De Cock, Ph. D., Sarah Iribarren, Ph. D., Weichao Yuwen, Ph. D

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

2410.22874 2025-06-11 cs.CL cs.AI 73%

Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations

Leonardo Ranaldi, Marco Valentino, Andrè Freitas

机构 * Idiap Research Institute（Idiap研究机构）； Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系）； National Biomarker Centre (NBC), CRUK Manchester Institute（国家生物标志物中心（NBC），CRUK曼彻斯特研究所）

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

Journal ref 2025.naacl-long.557

2505.19189 2025-06-03 cs.IR cs.DB 73%

POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval

Yaoyang Liu, Junlin Li, Yinjun Wu, Zhen Chen

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

Comments Published in ICML 2025

2502.17057 2025-05-30 cs.IR cs.AI 73%

ExpandR: Teaching Dense Retrievers Beyond Queries with LLM Guidance

Sijia Yao, Pengcheng Huang, Zhenghao Liu, Yu Gu, Yukun Yan, Shi Yu, Ge Yu

机构 * Department of Computer Science and Technology, Northeastern University, China（东北大学计算机科学与技术系）； Department of Computer Science and Technology, Institute for AI, Tsinghua University, China（清华大学人工智能研究院计算机科学与技术系）； Beijing National Research Center for Information Science and Technology, China（北京信息科学与技术国家研究中心）

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

Comments 16 pages, 10 tables, 5 figures

2505.21870 2025-05-29 cs.CL cs.AI 73%

Evaluating the Retrieval Robustness of Large Language Models

Shuyang Cao, Karthik Radhakrishnan, David Rosenberg, Steven Lu, Pengxiang Cheng, Lu Wang, Shiyue Zhang

机构 * Bloomberg（彭博）； University of Michigan（密歇根大学）

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

Comments 19 pages

2410.20050 2025-05-27 cs.IR cs.AI 73%

AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance Labels

Lei Li, Xiangxu Zhang, Xiao Zhou, Zheng Liu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院 Gallagher 学院）

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

Comments 19 pages, 15 tables

2505.17762 2025-05-26 cs.CL cs.IR 73%

Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMs

Ziyu Ge, Yuhao Wu, Daniel Wai Kit Chin, Roy Ka-Wei Lee, Rui Cao

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

Comments Camera-ready for IJCAI 2025, AI and Social Good

2505.15753 2025-05-22 cs.CR cs.AI cs.CL cs.LG 73%

Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval

Taiye Chen, Zeming Wei, Ang Li, Yisen Wang

机构 * School of EECS, Peking University（电子工程系，北京大学）； School of Mathematical Sciences, Peking University（数学系，北京大学）； State Key Lab of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University（通用人工智能国家重点实验室，智能科学与技术学校，北京大学）； Institute for Artificial Intelligence, Peking University（人工智能研究院，北京大学）

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

2505.13581 2025-05-21 cs.IR cs.CL cs.CR 73%

RAR: Setting Knowledge Tripwires for Retrieval Augmented Rejection

Tommaso Mario Buonocore, Enea Parimbelli

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

Comments 7 pages, 4 figures, 2 tables

2505.13520 2025-05-21 cs.IR cs.AI 73%

Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering

Hessa Alawwad, Usman Naseem, Areej Alhothali, Ali Alkhathlan, Amani Jamal

机构 * Faculty of Computing and Information Technology, King Abdulaziz University（计算机与信息科技学院，国王阿卜杜勒阿齐兹大学）； College of Computer and Information Science, Imam Mohammad Ibn Saud Islamic University (IMSIU)（计算机与信息科学学院，伊玛目穆罕默德·本·萨乌德伊斯兰大学）； School of Computing, Macquarie University（计算学院，麦考瑞大学）

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

Comments 14 pages, 16 figure

2505.13482 2025-05-21 cs.IR cs.CL 73%

MedEIR: A Specialized Medical Embedding Model for Enhanced Information Retrieval

Anand Selvadurai, Jasheen Shaik, Girish Chandrasekar, ShriRadhaKrishnan Balamurugan, Eswara Reddy

机构 * Lokasani CompIndia Infotech Pvt. Ltd（洛卡桑尼康普印度科技有限公司）

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

Comments 9 pages, 1 figure. This manuscript is a substantial revision of a previously submitted paper. We have explicitly clarified novelty, strengthened scholarly depth, and expanded experimental validation

2411.16707 2025-05-20 cs.CL cs.AI cs.MA cs.SY eess.SY 73%

Enhancing LLMs for Power System Simulations: A Feedback-driven Multi-agent Framework

Mengshuo Jia, Zeyu Cui, Gabriela Hug

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

Comments 16 pages

2505.11946 2025-05-20 cs.IR cs.AI cs.CY cs.DL cs.LG 73%

Let's have a chat with the EU AI Act

Adam Kovari, Yasin Ghafourian, Csaba Hegedus, Belal Abu Naim, Kitti Mezei, Pal Varga, Markus Tauber

机构 * Research Studios Austria（研究工作室奥地利）； Budapest University of Technology and Economics（布达佩斯技术大学）； HUN-REN Centre for Social Sciences（匈牙利-中国社会科学中心）

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

2504.02870 2025-05-14 cs.CL cs.AI 73%

AI Hiring with LLMs: A Context-Aware and Explainable Multi-Agent Framework for Resume Screening

Frank P. -W. Lo, Jianing Qiu, Zeyu Wang, Haibao Yu, Yeming Chen, Gao Zhang, Benny Lo

机构 * Imperial College London（伦敦帝国理工学院）； The Chinese University of Hong Kong（香港中文大学）； The University of Hong Kong（香港大学）； Wedon Education Technologies（韦登教育科技）； Brest Business School（布雷斯特商学院）

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

Comments Accepted by CVPR 2025 Workshop

2505.07596 2025-05-13 cs.CL cs.AI 73%

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent

Ziyang Huang, Xiaowei Yuan, Yiming Ju, Jun Zhao, Kang Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； University of Chinese Academy of Sciences（中国科学院大学）； Beijing Academy of Artificial Intelligence（北京人工智能研究院）

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

2412.15247 2025-05-13 cs.CL cs.IR 73%

Streamlining Systematic Reviews: A Novel Application of Large Language Models

Fouad Trad, Ryan Yammine, Jana Charafeddine, Marlene Chakhtoura, Maya Rahme, Ghada El-Hajj Fuleihan, Ali Chehab

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

Journal ref BMC Medical Research Methodology, 2025

2501.01031 2025-05-09 cs.CL cs.AI cs.SI 73%

ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning

Wonduk Seo, Zonghao Yuan, Yi Bu

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

Comments preprint

2504.10498 2025-05-07 cs.IR cs.AI 73%

CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models

Jianling Lu, Mingqi Lv, Tieming Chen

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

Comments All authors of this paper have unanimously decided to withdraw its preprint from arXiv. As one of the authors, I cannot unilaterally decide its retention. In accordance with the collective decision, we formally request the complete deletion of the paper from arXiv

2503.10707 2025-05-07 cs.CL cs.AI cs.HC 73%

CALLM: Understanding Cancer Survivors' Emotions and Intervention Opportunities via Mobile Diaries and Context-Aware Language Models

Zhiyuan Wang, Katharine E. Daniel, Laura E. Barnes, Philip I. Chow

机构 * University of Virginia（弗吉尼亚大学）

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

1. 检索器与排序 4552 篇

Intent Aware Context Retrieval for Multi-Turn Agricultural Question Answering

How and Where to Translate? The Impact of Translation Strategies in Cross-lingual LLM Prompting

Retrieval-Augmented Clinical Benchmarking for Contextual Model Testing in Kenyan Primary Care: A Methodology Paper

Towards Geo-Culturally Grounded LLM Generations

GraphRunner: A Multi-Stage Framework for Efficient and Accurate Graph-Based Retrieval

Beyond Retrieval: Ensembling Cross-Encoders and GPT Rerankers with LLMs for Biomedical QA

Frustratingly Simple Retrieval Improves Challenging, Reasoning-Intensive Benchmarks

Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning

Literature-Grounded Novelty Assessment of Scientific Ideas

Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization

Dialogic Pedagogy for Large Language Models: Aligning Conversational AI with Proven Theories of Learning

Large Language Model-Powered Conversational Agent Delivering Problem-Solving Therapy (PST) for Family Caregivers: Enhancing Empathy and Therapeutic Alliance Using In-Context Learning

Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations

POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval

ExpandR: Teaching Dense Retrievers Beyond Queries with LLM Guidance

Evaluating the Retrieval Robustness of Large Language Models

AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance Labels

Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMs

Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval

RAR: Setting Knowledge Tripwires for Retrieval Augmented Rejection

Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering

MedEIR: A Specialized Medical Embedding Model for Enhanced Information Retrieval

Enhancing LLMs for Power System Simulations: A Feedback-driven Multi-agent Framework

Let's have a chat with the EU AI Act

AI Hiring with LLMs: A Context-Aware and Explainable Multi-Agent Framework for Resume Screening

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent

Streamlining Systematic Reviews: A Novel Application of Large Language Models

ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning

CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models

CALLM: Understanding Cancer Survivors' Emotions and Intervention Opportunities via Mobile Diaries and Context-Aware Language Models