RAG / 检索增强生成

Retrieval-Augmented Generation for Reliable Interpretation of Radio Regulations

Zakaria El Kassimi, Fares Fourati, Mohamed-Slim Alouini

机构 * KAUST（卡斯泰尔大学） 纠错

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

Comments 12 pages, 7 figures, AI4NextG @ NeurIPS 2025

Retrieval-Augmented Generation in Medicine: A Scoping Review of Technical Implementations, Clinical Applications, and Ethical Considerations

Rui Yang, Matthew Yu Heng Wong, Huitao Li, Xin Li, Wentao Zhu, Jingchi Liao, Kunyu Yu, Jonathan Chong Kai Liew, Weihao Xuan, Yingjian Chen, Yuhe Ke, Jasmine Chiat Ling Ong, Douglas Teodoro, Chuan Hong, Daniel Shi Wei Ting, Nan Liu

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

RAGFort: Dual-Path Defense Against Proprietary Knowledge Base Extraction in Retrieval-Augmented Generation

Qinfeng Li, Miao Pan, Ke Xiong, Ge Su, Zhiqiang Shen, Yan Liu, Bing Sun, Hao Peng, Xuhong Zhang

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

Comments Accepted by AAAI 2026 Conference

Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation

Bo Li, Zhenghua Xu, Rui Xie

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

Comments AAAI'26, Oral Paper

Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG

Bo Li, Tian Tian, Zhenghua Xu, Hao Cheng, Shikun Zhang, Wei Ye

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

Comments AAAI'26, Oral Paper

Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score

Zhanghao Hu, Qinglin Zhu, Siya Qi, Yulan He, Hanqi Yan, Lin Gui

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

Comments Accepted by AAAI 2026 Oral. Project link: https://zhanghao-aaai2026-sps.github.io/AAAI2026-SPS/

Search Is Not Retrieval: Decoupling Semantic Matching from Contextual Assembly in RAG

Harshit Nainwani, Hediyeh Baban

机构 * Services AI Research Group, Dell Technologies（Dell Technologies人工智能服务研究组） 纠错

专题命中 检索器与排序 ：RAG(title)；分类 cs.IR、cs.AI

Comments 22 pages, 2 figures, technical framework paper

Planning Agents on an Ego-Trip: Leveraging Hybrid Ego-Graph Ensembles for Improved Tool Retrieval in Enterprise Task Planning

Sahil Bansal, Sai Shruthi Sistla, Aarti Arikatala, Sebastian Schreiber

机构 * SAP Labs（SAP实验室） 纠错

专题命中 检索器与排序 ：hybrid retrieval(abstract)；分类 cs.IR、cs.AI

Answering Students' Questions on Course Forums Using Multiple Chain-of-Thought Reasoning and Finetuning RAG-Enabled LLM

Neo Wang, Sonit Singh

机构 * School of Computer Science and Engineering, University of New South Wales, Sydney, Australia（计算机科学与工程学院，新南威尔士大学，悉尼，澳大利亚） 纠错

专题命中 知识库问答 ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.CL

Comments 8 pages

REAP: Enhancing RAG with Recursive Evaluation and Adaptive Planning for Multi-Hop Question Answering

Yijie Zhu, Haojie Zhou, Wanting Hong, Tailin Liu, Ning Wang

专题命中 长文档RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments To be published in AAAI 2026

TruthfulRAG: Resolving Factual-level Conflicts in Retrieval-Augmented Generation with Knowledge Graphs

Shuyi Liu, Yuming Shang, Xi Zhang

机构 * Shuyi Liu, Yuming Shang, Xi Zhang（作者） 纠错

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

Comments 12 pages, 3 figures, accepted at AAAI 2026

fastbmRAG: A Fast Graph-Based RAG Framework for Efficient Processing of Large-Scale Biomedical Literature

Guofeng Meng, Li Shen, Qiuyan Zhong, Wei Wang, Haizhou Zhang, Xiaozhen Wang

机构 * Changchun GeneScience Pharmaceuticals Co., Ltd.（长春基因科学制药有限公司） 纠错

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

Comments 8 pages, 2 figure, 1 table

MINDS: A Cross-cultural Dialogue Corpus for Social Norm Classification and Adherence Detection

Pritish Sahu, Anirudh Som, Dimitra Vergyri, Ajay Divakaran

机构 * SRI International（SRI国际研究院） 纠错

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

Comments IJCNLP-AACL 2025

Dual-Mode Deep Anomaly Detection for Medical Manufacturing: Structural Similarity and Feature Distance

Julio Zanon Diaz, Georgios Siogkas, Peter Corcoran

专题命中 多模态RAG ：RAG(abstract)；分类 cs.AI

Comments 12 pages, 3 figures, 3 tables

Convomem Benchmark: Why Your First 150 Conversations Don't Need RAG

Egor Pakhomov, Erik Nijkamp, Caiming Xiong

机构 * Salesforce AI Research（Salesforce人工智能研究） 纠错

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

Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework

Jinge Wu, Zhaolong Wu, Ruizhe Li, Tong Chen, Abul Hasan, Yunsoo Kim, Jason P. Y. Cheung, Teng Zhang, Honghan Wu

专题命中 RAG评测 ：knowledge retrieval(abstract)；分类 cs.CL

Comments Accepted to AAAI 2026