RAG / 检索增强生成

Vortex: Hosting ML Inference and Knowledge Retrieval Services With Tight Latency and Throughput Requirements

Yuting Yang, Tiancheng Yuan, Jamal Hashim, Thiago Garrett, Jeffrey Qian, Ann Zhang, Yifan Wang, Weijia Song, Ken Birman

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

Beyond Single Embeddings: Capturing Diverse Targets with Multi-Query Retrieval

Hung-Ting Chen, Xiang Liu, Shauli Ravfogel, Eunsol Choi

机构 * Department of Computer Science, New York University（纽约大学计算机科学系） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

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

Using Span Queries to Optimize for Cache and Attention Locality

Paul Castro, Nick Mitchell, Nathan Ordonez, Thomas Parnell, Mudhakar Srivatsa, Antoni Viros i Martin

专题命中 长文档RAG ：RAG(abstract)；分类 cs.AI

Comments 12 pages, 17 figures

Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking

Liangliang Zhang, Zhuorui Jiang, Hongliang Chi, Haoyang Chen, Mohammed Elkoumy, Fali Wang, Qiong Wu, Zhengyi Zhou, Shirui Pan, Suhang Wang, Yao Ma

机构 * Rensselaer Polytechnic Institute（罗切斯特理工学院） ； University of Toronto（多伦多大学） ； Pennsylvania State University（宾夕法尼亚州立大学） ； AT&T Chief Data Office（AT&T首席数据办公室） ； Griffith University（格里菲斯大学） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted at NeurIPS 2025 Datasets and Benchmarks Track

Relational Deep Dive: Error-Aware Queries Over Unstructured Data

Daren Chao, Kaiwen Chen, Naiqing Guan, Nick Koudas

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.DB

EasyTUS: A Comprehensive Framework for Fast and Accurate Table Union Search across Data Lakes

Tim Otto

专题命中 图谱与结构化RAG ：vector search(abstract)；分类 cs.DB

Comments Copyright 2025 IEEE. This is the author's version of the work that has been accepted for publication in Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2025). The final version of record is available at: tba

LUMA-RAG: Lifelong Multimodal Agents with Provably Stable Streaming Alignment

Rohan Wandre, Yash Gajewar, Namrata Patel, Vivek Dhalkari

机构 * Dept. of Computer Engineering（计算机工程系） ； SIES Graduate School of Technology（SIES技术研究生学院） ； Bharatiya Vidya Bhavan's Sardar Patel Institute of Technology（巴哈里亚·维达·巴万学院萨达尔·帕特尔技术学院） 纠错

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

Retrieval-Augmented Multimodal Depression Detection

Ruibo Hou, Shiyu Teng, Jiaqing Liu, Shurong Chai, Yinhao Li, Lanfen Lin, Yen-Wei Chen

机构 * College of Information Science and Engineering, Ritsumeikan University（信息科学与工程学院，立命馆大学） ； College of Computer Science and Technology, Zhejiang University（计算机科学与技术学院，浙江大学） 纠错

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

Comments Accepted in IEEE EMBC 2025

ChartM$^3$: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension

Duo Xu, Hao Cheng, Xin Lin, Zhen Xie, Hao Wang

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

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

Comments 23 pages, EMNLP25 Accepted

Towards Global Retrieval Augmented Generation: A Benchmark for Corpus-Level Reasoning

Qi Luo, Xiaonan Li, Tingshuo Fan, Xinchi Chen, Xipeng Qiu

机构 * Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） 纠错

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

ARPaCCino: An Agentic-RAG for Policy as Code Compliance

Francesco Romeo, Luigi Arena, Francesco Blefari, Francesco Aurelio Pironti, Matteo Lupinacci, Angelo Furfaro

机构 * University of Calabria（卡塔尼亚大学） ； IMT School for Advanced Studies Lucca（卢塞恩高级研究学院） 纠错

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

InsurAgent: A Large Language Model-Empowered Agent for Simulating Individual Behavior in Purchasing Flood Insurance

Ziheng Geng, Jiachen Liu, Ran Cao, Lu Cheng, Dan M. Frangopol, Minghui Cheng

机构 * University of Miami（迈阿密大学） ； Hunan University（湖南大学） ； University of Illinois Chicago（伊利诺伊大学香槟分校） ； Lehigh University（莱斯大学） 纠错

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