RAG / 检索增强生成

FAIR-RAG: Faithful Adaptive Iterative Refinement for Retrieval-Augmented Generation

Mohammad Aghajani Asl, Majid Asgari-Bidhendi, Behrooz Minaei-Bidgoli

机构 * Sharif University of Technology（谢里夫理工大学） ； Iran University of Science and Technology（伊朗科学技术大学） ； Noor Avaran Jelvehaye Maanaei Najm Co., Ltd.（诺尔·阿瓦兰·杰拉维耶·马纳埃尼纳姆公司） 纠错

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

Comments 30 pages, 5 figures, 5 tables. Keywords: Retrieval-Augmented Generation (RAG), Large Language Models (LLMs), Agentic AI, Multi-hop Question Answering, Faithfulness

The Cross-Lingual Cost: Retrieval Biases in RAG over Arabic-English Corpora

Chen Amiraz, Yaroslav Fyodorov, Elad Haramaty, Zohar Karnin, Liane Lewin-Eytan

机构 * Technology Innovation Institute（技术创新研究所） 纠错

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

Comments Accepted to ArabicNLP 2025

Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing

Diji Yang, Linda Zeng, Jinmeng Rao, Yi Zhang

机构 * University of California Santa Cruz（加州大学圣克ruz分校） ； The Harker School（哈克尔学校） 纠错

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

Comments Proceedings of the 48th International ACM SIGIR 2025

Leveraging Approximate Caching for Faster Retrieval-Augmented Generation

Shai Bergman, Anne-Marie Kermarrec, Diana Petrescu, Rafael Pires, Mathis Randl, Martijn de Vos, Ji Zhang

机构 * Huawei Research（华为研究） 纠错

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

Comments Accepted at Middleware '25

AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation

Yixiong Fang, Tianran Sun, Yuling Shi, Xiaodong Gu

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

Windsock is Dancing: Adaptive Multimodal Retrieval-Augmented Generation

Shu Zhao, Tianyi Shen, Nilesh Ahuja, Omesh Tickoo, Vijaykrishnan Narayanan

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Intel（英特尔） 纠错

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

Comments Accepted at NeurIPS 2025 UniReps Workshop

Dynamic Retriever for In-Context Knowledge Editing via Policy Optimization

Mahmud Wasif Nafee, Maiqi Jiang, Haipeng Chen, Yanfu Zhang

机构 * Rensselaer Polytechnic Institute（拉特格斯理工学院） ； Bangladesh University of Engineering and Technology（孟加拉工程与技术大学） ； College of William & Mary（威廉与玛丽学院） 纠错

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

Comments Accepted at EMNLP 2025. Copyright 2025 Association for Computational Linguistics (CC BY 4.0). 12 pages, 5 figures

Aligning LLMs for Multilingual Consistency in Enterprise Applications

Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Tao Sheng, Sujith Ravi, Dan Roth

机构 * Oracle AI 纠错

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 EMNLP 2025

Mubeen AI: A Specialized Arabic Language Model for Heritage Preservation and User Intent Understanding

Mohammed Aljafari, Ismail Alturki, Ahmed Mori, Yehya Kadumi

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

Comments 21 pages, 2 figures, 3 tables. Includes appendices on ethical guidelines and training framework. Submitted September 04, 2025

RaCoT: Plug-and-Play Contrastive Example Generation Mechanism for Enhanced LLM Reasoning Reliability

Kaitong Cai, Jusheng Zhang, Yijia Fan, Jing Yang, Keze Wang

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

LimRank: Less is More for Reasoning-Intensive Information Reranking

Tingyu Song, Yilun Zhao, Siyue Zhang, Chen Zhao, Arman Cohan

机构 * Yale NLP Lab（耶鲁大学自然语言处理实验室） 纠错

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

Comments EMNLP 2025 Main (Short)

Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving

Xiangru Tang, Tianrui Qin, Tianhao Peng, Ziyang Zhou, Daniel Shao, Tingting Du, Xinming Wei, Peng Xia, Fang Wu, He Zhu, Ge Zhang, Jiaheng Liu, Xingyao Wang, Sirui Hong, Chenglin Wu, Hao Cheng, Chi Wang, Wangchunshu Zhou

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

ARCS: Agentic Retrieval-Augmented Code Synthesis with Iterative Refinement

Manish Bhattarai, Miguel Cordova, Minh Vu, Javier Santos, Ismael Boureima, Dan O'Malley

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.AI

Tools are under-documented: Simple Document Expansion Boosts Tool Retrieval

Xuan Lu, Haohang Huang, Rui Meng, Yaohui Jin, Wenjun Zeng, Xiaoyu Shen

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

A Simple but Effective Elaborative Query Reformulation Approach for Natural Language Recommendation

Qianfeng Wen, Yifan Liu, Justin Cui, Joshua Zhang, Anton Korikov, George-Kirollos Saad, Scott Sanner

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

Comments 11 pages, 5 figures

RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information

Zhiwei Liu, Kailai Yang, Qianqian Xie, Christine de Kock, Sophia Ananiadou, Eduard Hovy

机构 * The University of Manchester（曼彻斯特大学） ； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； The University of Melbourne（墨尔本大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

Comments Accepted by ACL 2025 (Main)

Impact and Implications of Generative AI for Enterprise Architects in Agile Environments: A Systematic Literature Review

Stefan Julian Kooy, Jean Paul Sebastian Piest, Rob Henk Bemthuis

机构 * University of Twente（特文特大学） 纠错

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

Comments 17 pages, 1 figure, 5 tables; to appear in Enterprise Design, Operations, and Computing. EDOC 2025 Workshops, Lecture Notes in Business Information Processing (LNBIP), Springer, 2025. Part of 29th International Conference on Enterprise Design, Operations, and Computing (EDOC)