RAG / 检索增强生成

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