RAG / 检索增强生成

RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning

Yu Wang, Shiwan Zhao, Zhihu Wang, Ming Fan, Xicheng Zhang, Yubo Zhang, Zhengfan Wang, Heyuan Huang, Ting Liu

机构 * Xi’an Jiaotong University（西安交通大学） ； Huawei Technologies Ltd.（华为技术有限公司） ； Nankai University（南开大学） 纠错

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

SIRAG: Towards Stable and Interpretable RAG with A Process-Supervised Multi-Agent Framework

Junlin Wang, Zehao Wu, Shaowei Lu, Yanlan Li, Xinghao Huang

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

Comments 5 pages,2 figures, IRAC under review

Memorization or Reasoning? Exploring the Idiom Understanding of LLMs

Jisu Kim, Youngwoo Shin, Uiji Hwang, Jihun Choi, Richeng Xuan, Taeuk Kim

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

Comments EMNLP 2025

Individualized non-uniform quantization for vector search

Mariano Tepper, Ted Willke

专题命中 向量检索 ：vector search(title,abstract)；分类 cs.IR

A Knowledge Graph and a Tripartite Evaluation Framework Make Retrieval-Augmented Generation Scalable and Transparent

Olalekan K. Akindele, Bhupesh Kumar Mishra, Kenneth Y. Wertheim

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

Comments 25 Pages

From "What to Eat?" to Perfect Recipe: ChefMind's Chain-of-Exploration for Ambiguous User Intent in Recipe Recommendation

Yu Fu, Linyue Cai, Ruoyu Wu, Yong Zhao

机构 * Sichuan University Department of Computer Science Shuangliu District, Chengdu City, Sichuan Province, China（四川大学计算机学院双流区，成都市，四川省，中国） 纠错

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

Comments 5 pages, 3 figures, submitted to icassp 2026

Brittleness and Promise: Knowledge Graph Based Reward Modeling for Diagnostic Reasoning

Saksham Khatwani, He Cheng, Majid Afshar, Dmitriy Dligach, Yanjun Gao

机构 * University of Colorado Boulder（科罗拉多大学博尔德分校） ； University of Colorado Anschutz（科罗拉多大学安舒茨分校） ； University of Wisconsin - Madison（威斯康星大学麦迪逊分校） ； Loyola University Chicago（芝加哥洛约拉大学） 纠错

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

Vision-Free Retrieval: Rethinking Multimodal Search with Textual Scene Descriptions

Ioanna Ntinou, Alexandros Xenos, Yassine Ouali, Adrian Bulat, Georgios Tzimiropoulos

机构 * Queen Mary University of London（伦敦女王大学） ； Samsung AI Centre（三星人工智能中心） ； Technical University of Iași（伊阿苏技术大学） 纠错

专题命中 多模态RAG ：retriever(abstract)

Comments Accepted at EMNLP 2025

On The Reproducibility Limitations of RAG Systems

Baiqiang Wang, Dongfang Zhao, Nathan R Tallent, Luanzheng Guo

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

LLM Agents for Interactive Workflow Provenance: Reference Architecture and Evaluation Methodology

Renan Souza, Timothy Poteet, Brian Etz, Daniel Rosendo, Amal Gueroudji, Woong Shin, Prasanna Balaprakash, Rafael Ferreira da Silva

机构 * Oak Ridge National Lab.（橡树岭国家实验室） ； Argonne National Lab.（阿贡国家实验室） 纠错

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

Comments Paper accepted in the proceedings of the Supercomputing Conference (SC). Cite it as Renan Souza, Timothy Poteet, Brian Etz, Daniel Rosendo, Amal Gueroudji, Woong Shin, Prasanna Balaprakash, and Rafael Ferreira da Silva. LLM Agents for Interactive Workflow Provenance: Reference Architecture and Evaluation Methodology. In WORKS at the ACM/IEEE International Conference on Supercomputing, 2025

HyKid: An Open MRI Dataset with Expert-Annotated Multi-Structure and Choroid Plexus in Pediatric Hydrocephalus

Yunzhi Xu, Yushuang Ding, Hu Sun, Hongxi Zhang, Li Zhao

机构 * College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China（浙江大学生物医学工程与仪器科学学院） ； Department of Radiology, Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China（浙江大学医学院儿童医院放射科） ； Neurosurgery of Zhejiang Hospital, Hangzhou, China（浙江医院神经外科） 纠错

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

Comments 10 pages, 7 figures

Memory in Large Language Models: Mechanisms, Evaluation and Evolution

Dianxing Zhang, Wendong Li, Kani Song, Jiaye Lu, Gang Li, Liuchun Yang, Sheng Li

专题命中 RAG评测 ：RAG(abstract)；分类 cs.AI

Comments 50 pages, 1 figure, 8 tables This is a survey/framework paper on LLM memory mechanisms and evaluation