RAG / 检索增强生成

Context-Adaptive Synthesis and Compression for Enhanced Retrieval-Augmented Generation in Complex Domains

Peiran Zhou, Junnan Zhu, Yichen Shen, Ruoxi Yu

机构 * Kunming Medical University（昆明医科大学） 纠错

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

AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation

Wenfeng Feng, Chuzhan Hao, Yuewei Zhang, Guochao Jiang, Jingyi Song, Hao Wang

机构 * Alibaba Cloud Computing（阿里巴巴云 computing） 纠错

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

Comments 20 pages, EMNLP25 Accepted

Decoding Dense Embeddings: Sparse Autoencoders for Interpreting and Discretizing Dense Retrieval

Seongwan Park, Taeklim Kim, Youngjoong Ko

机构 * SungKyunKwan University（顺天妇女大学） 纠错

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

Comments Published at EMNLP 2025 main

Heterogeneous LLM Methods for Ontology Learning (Few-Shot Prompting, Ensemble Typing, and Attention-Based Taxonomies)

Aleksandra Beliaeva, Temurbek Rahmatullaev

机构 * Skolkovo Institute of Science and Technology（斯克尔科沃科学与技术研究院） ； BIMAI-Lab, Biomedically Informed Artificial Intelligence Laboratory, University of Sharjah（沙迦大学生物医学引导人工智能实验室） ； Ivannikov Institute for System Programming of the Russian Academy of Sciences（俄罗斯科学院伊万诺夫系统编程研究所） ； Lomonosov Moscow State University（莫斯科罗蒙诺索夫莫斯科大学） ； AIRI Institute（AIRI研究所） 纠错

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

Reference-Aligned Retrieval-Augmented Question Answering over Heterogeneous Proprietary Documents

Nayoung Choi, Grace Byun, Andrew Chung, Ellie S. Paek, Shinsun Lee, Jinho D. Choi

机构 * Department of Computer Science Emory University Atlanta Georgia USA（计算机科学系 埃默里大学 阿拉巴马 州 美国） ； Emory University（埃默里大学） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

Comments Accepted to CIKM 2025 Applied Research Track

Socially Interactive Agents for Preserving and Transferring Tacit Knowledge in Organizations

Martin Benderoth, Patrick Gebhard, Christian Keller, C. Benjamin Nakhosteen, Stefan Schaffer, Tanja Schneeberger

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

Comments 4 pages, 2 figures

Step-Audio 2 Technical Report

Boyong Wu, Chao Yan, Chen Hu, Cheng Yi, Chengli Feng, Fei Tian, Feiyu Shen, Gang Yu, Haoyang Zhang, Jingbei Li, Mingrui Chen, Peng Liu, Wang You, Xiangyu Tony Zhang, Xingyuan Li, Xuerui Yang, Yayue Deng, Yechang Huang, Yuxin Li, Yuxin Zhang, Zhao You, Brian Li, Changyi Wan, Hanpeng Hu, Jiangjie Zhen, Siyu Chen, Song Yuan, Xuelin Zhang, Yimin Jiang, Yu Zhou, Yuxiang Yang, Bingxin Li, Buyun Ma, Changhe Song, Dongqing Pang, Guoqiang Hu, Haiyang Sun, Kang An, Na Wang, Shuli Gao, Wei Ji, Wen Li, Wen Sun, Xuan Wen, Yong Ren, Yuankai Ma, Yufan Lu, Bin Wang, Bo Li, Changxin Miao, Che Liu, Chen Xu, Dapeng Shi, Dingyuan Hu, Donghang Wu, Enle Liu, Guanzhe Huang, Gulin Yan, Han Zhang, Hao Nie, Haonan Jia, Hongyu Zhou, Jianjian Sun, Jiaoren Wu, Jie Wu, Jie Yang, Jin Yang, Junzhe Lin, Kaixiang Li, Lei Yang, Liying Shi, Li Zhou, Longlong Gu, Ming Li, Mingliang Li, Mingxiao Li, Nan Wu, Qi Han, Qinyuan Tan, Shaoliang Pang, Shengjie Fan, Siqi Liu, Tiancheng Cao, Wanying Lu, Wenqing He, Wuxun Xie, Xu Zhao, Xueqi Li, Yanbo Yu, Yang Yang, Yi Liu, Yifan Lu, Yilei Wang, Yuanhao Ding, Yuanwei Liang, Yuanwei Lu, Yuchu Luo, Yuhe Yin, Yumeng Zhan, Yuxiang Zhang, Zidong Yang, Zixin Zhang, Binxing Jiao, Daxin Jiang, Heung-Yeung Shum, Jiansheng Chen, Jing Li, Xiangyu Zhang, Yibo Zhu

机构 * StepFun Audio Team（StepFun音频团队） 纠错

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

Comments v3: Added introduction and evaluation results of Step-Audio 2 mini

MedVQA-TREE: A Multimodal Reasoning and Retrieval Framework for Sarcopenia Prediction

Pardis Moradbeiki, Nasser Ghadiri, Sayed Jalal Zahabi, Uffe Kock Wiil, Kristoffer Kittelmann Brockhattingen, Ali Ebrahimi

机构 * Department of Electrical and Computer Engineering, Isfahan University of Technology（电气与计算机工程系，伊斯法罕技术大学） ； SDU Health Informatics and Technology, The Maersk Mc-Kinney Moller Institute, University of Southern Denmark（南部丹麦大学健康信息学与技术，马士基麦金尼莫勒研究所） ； Geriatric Research Unit, Department of Clinical Research, University of Southern Denmark（老年医学研究单元，临床研究系，南部丹麦大学） 纠错

专题命中 多模态RAG ：knowledge retrieval(abstract)；分类 cs.AI

RAGAPHENE: A RAG Annotation Platform with Human Enhancements and Edits

Kshitij Fadnis, Sara Rosenthal, Maeda Hanafi, Yannis Katsis, Marina Danilevsky

机构 * IBM Research（IBM研究院） 纠错

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

AI for Statutory Simplification: A Comprehensive State Legal Corpus and Labor Benchmark

Emaan Hariri, Daniel E. Ho

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

Comments 10 pages, 3 figures. To appear in ICAIL 2025