RAG / 检索增强生成

A Systematic Review of Key Retrieval-Augmented Generation (RAG) Systems: Progress, Gaps, and Future Directions

Agada Joseph Oche, Ademola Glory Folashade, Tirthankar Ghosal, Arpan Biswas

机构 * Bredesen Center for Interdisciplinary Research, University of Tennessee, Knoxville, USA（跨学科研究中心，田纳西大学，肯塔基州 Knoxville） ； National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, USA（计算科学国家中心，橡树岭国家实验室，橡树岭） ； University of Tennessee-Oak Ridge Innovation Institute, University of Tennessee, Knoxville, USA（田纳西大学橡树岭创新研究所，田纳西大学，肯塔基州 Knoxville） 纠错

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

Comments 33 pages, 2 figures

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning

Mohammad Kachuee, Teja Gollapudi, Minseok Kim, Yin Huang, Kai Sun, Xiao Yang, Jiaqi Wang, Nirav Shah, Yue Liu, Aaron Colak, Anuj Kumar, Wen-tau Yih, Xin Luna Dong

机构 * Meta Reality Labs（Meta现实实验室） ； Meta FAIR 纠错

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

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges

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

机构 * University of Calabria（卡拉布里亚大学） ； IMT School for Advenced Studies（IMT高级研究学院） 纠错

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

Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience

Jiawei Gu, Ziting Xian, Yuanzhen Xie, Ye Liu, Enjie Liu, Ruichao Zhong, Mochi Gao, Yunzhi Tan, Bo Hu, Zang Li

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

Comments ACL 2025 Findings