RAG / 检索增强生成

ICA-RAG: Information Completeness Guided Adaptive Retrieval-Augmented Generation for Disease Diagnosis

Jiawei He, Mingyi Jia, Zhihao Jia, Junwen Duan, Yan Song, Jianxin Wang

机构 * School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Reliable Decision Making via Calibration Oriented Retrieval Augmented Generation

Chaeyun Jang, Deukhwan Cho, Seanie Lee, Hyungi Lee, Juho Lee

机构 * KAIST（韩国科学技术院） ； Kookmin University（韩国釜山大学） 纠错

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

Comments Accepted by NeurIPS 2025

RAG Meets Temporal Graphs: Time-Sensitive Modeling and Retrieval for Evolving Knowledge

Jiale Han, Austin Cheung, Yubai Wei, Zheng Yu, Xusheng Wang, Bing Zhu, Yi Yang

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

Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval

Subhendu Khatuya, Shashwat Naidu, Pawan Goyal, Niloy Ganguly

机构 * Indian Institute of Technology Kharagpur（印度理工学院卡格鲁分校） 纠错

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

Comments This work has been accepted for publication in the Main Conference of the Empirical Methods in Natural Language Processing (EMNLP) 2025

SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG

Xiaonan Si, Meilin Zhu, Simeng Qin, Lijia Yu, Lijun Zhang, Shuaitong Liu, Xinfeng Li, Ranjie Duan, Yang Liu, Xiaojun Jia

机构 * Institute of Software Chinese Academy of Sciences Beijing China（中国科学院软件研究所） ； Key Laboratory of System Software (Chinese Academy of Sciences) and State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, Beijing, China（中国科学院系统软件重点实验室和计算机科学国家重点实验室） ； University of Chinese Academy of Sciences, Beijing, China（中国科学院大学） ； Northeast University China（东北大学） ； Institute of Ai For industries Nanjing China（人工智能产业研究院） ； Southwest University China（西南大学） ； Nanyang Technological University Singapore（新加坡南洋理工大学） ； Alibaba China（阿里巴巴（中国）） 纠错

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

Comments Accepted at NeurIPS 2025

KG2QA: Knowledge Graph-enhanced Retrieval-augmented Generation for Communication Standards Question Answering

Zhongze Luo, Weixuan Wan, Tianya Zhang, Dan Wang, Xiaoying Tang

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）科学与工程学院） ； School of Microelectronics, Xi'an Jiaotong University, China（西安交通大学微电子学院） 纠错

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

D-SMART: Enhancing LLM Dialogue Consistency via Dynamic Structured Memory And Reasoning Tree

Xiang Lei, Qin Li, Min Zhang, Min Zhang

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

Comments 8 pages, 6 figures (main content); 25 pages, 18 figures (total)

SpareCodeSearch: Searching for Code Context When You Have No Spare GPU

Minh Nguyen

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

Comments 4 pages, 3 figures, 4 tables. Accepted to Context Collection Workshop co-located with ASE'25