RAG / 检索增强生成

Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation

Chenghao Zhang, Guanting Dong, Xinyu Yang, Zhicheng Dou

机构 * Renmin University of China（中国人民大学） 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 This work is in progress

A Comparison of Independent and Joint Fine-tuning Strategies for Retrieval-Augmented Generation

Neal Gregory Lawton, Alfy Samuel, Anoop Kumar, Daben Liu

机构 * CapitalOne 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.CL、cs.AI

Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation

Dongwon Jung, Qin Liu, Tenghao Huang, Ben Zhou, Muhao Chen

机构 * University of California, Davis（加州大学戴维斯分校） ； University of Southern California（南加州大学） ； Arizona State University（亚利桑那州立大学） 纠错

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

Comments EMNLP 2025 Findings

Can Knowledge-Graph-based Retrieval Augmented Generation Really Retrieve What You Need?

Junchi Yu, Yujie Liu, Jindong Gu, Philip Torr, Dongzhan Zhou

机构 * Department of Engineering Science, University of Oxford, UK（牛津大学工程科学系） ； Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） 纠错

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

Comments NeurIPS 2025 (Spotlight)

Concise and Sufficient Sub-Sentence Citations for Retrieval-Augmented Generation

Guo Chen, Qiuyuan Li, Qiuxian Li, Hongliang Dai, Xiang Chen, Piji Li

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

Who Taught the Lie? Responsibility Attribution for Poisoned Knowledge in Retrieval-Augmented Generation

Baolei Zhang, Haoran Xin, Yuxi Chen, Zhuqing Liu, Biao Yi, Tong Li, Lihai Nie, Zheli Liu, Minghong Fang

机构 * Nankai University（南开大学） ； University of North Texas（北德克萨斯大学） ； University of Louisville（路易斯维尔大学） 纠错

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

Comments To appear in the IEEE Symposium on Security and Privacy, 2026

Traceback of Poisoning Attacks to Retrieval-Augmented Generation

Baolei Zhang, Haoran Xin, Minghong Fang, Zhuqing Liu, Biao Yi, Tong Li, Zheli Liu

机构 * CCS\&CS, DISSec, Nankai University（计算机科学与技术系、信息安全与保密系、南开大学） ； University of Louisville（路易斯维尔大学） ； University of North Texas（北德克萨斯大学） 纠错

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

Comments Accepted by The Web Conference 2025

Right Answer at the Right Time - Temporal Retrieval-Augmented Generation via Graph Summarization

Zulun Zhu, Haoyu Liu, Mengke He, Siqiang Luo

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

Comprehending Spatio-temporal Data via Cinematic Storytelling using Large Language Models

Panos Kalnis. Shuo Shang, Christian S. Jensen

机构 * King Abdullah University of Science and Technology (KAUST)（卡塔尔国王 Abdullah 科学与技术大学） ； University of Electronic Science and Technology of China (UESTC)（中国电子科学与技术大学） ； Aalborg University（奥尔堡大学） 纠错

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

Comments 5 pages

Journal ref SSTD '25: Proceedings of the 19th International Symposium on Spatial and Temporal Data, Pages 12,26, 2025

VimoRAG: Video-based Retrieval-augmented 3D Motion Generation for Motion Language Models

Haidong Xu, Guangwei Xu, Zhedong Zheng, Xiatian Zhu, Wei Ji, Xiangtai Li, Ruijie Guo, Meishan Zhang, Min zhang, Hao Fei

机构 * Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） ； University of Macau（澳门大学） ； University of Surrey（Surrey大学） ； Nanjing University（南京大学） ； Nanyang Technological University（南洋理工大学） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Accepted by NeurIPS 2025; Project Page: https://walkermitty.github.io/VimoRAG

System Prompt Poisoning: Persistent Attacks on Large Language Models Beyond User Injection

Zongze Li, Jiawei Guo, Haipeng Cai

机构 * University at Buffalo（布法罗大学） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.AI

Blending Learning to Rank and Dense Representations for Efficient and Effective Cascades

Franco Maria Nardini, Raffaele Perego, Nicola Tonellotto, Salvatore Trani

机构 * University of Pisa（比萨大学） 纠错

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

VeriGRAG: Enhancing LLM-Based Verilog Code Generation with Structure-Aware Soft Prompts

Jiayu Zhao, Song Chen

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

Comments 9 pages, 5 figures

From Relevance to Utility: Evidence Retrieval with Feedback for Fact Verification

Hengran Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng

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

Comments Fixed an error in the description

MedTrust-RAG: Evidence Verification and Trust Alignment for Biomedical Question Answering

Yingpeng Ning, Yuanyuan Sun, Ling Luo, Yanhua Wang, Yuchen Pan, Hongfei Lin

机构 * College of Computer Science and Technology, Dalian University of Technology（大连理工大学计算机科学与技术学院） ； Air Force Communications NCO Academy（空军通信NCO学院） 纠错

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

Comments Accepted as a short paper at BlBM2025

KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs

Dingjun Wu, Yukun Yan, Zhenghao Liu, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学） ； Northeastern University（东北大学） 纠错

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

Structured Interfaces for Automated Reasoning with 3D Scene Graphs

Aaron Ray, Jacob Arkin, Harel Biggie, Chuchu Fan, Luca Carlone, Nicholas Roy

机构 * Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments 25 pages, 3 figures

Knowledge-based Visual Question Answer with Multimodal Processing, Retrieval and Filtering

Yuyang Hong, Jiaqi Gu, Qi Yang, Lubin Fan, Yue Wu, Ying Wang, Kun Ding, Shiming Xiang, Jieping Ye

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； MAIS, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所MAIS） ； Alibaba Cloud Computing（阿里巴巴云计算） 纠错

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

Comments Accepted by NeurIPS 2025

CryoDyna: Multiscale end-to-end modeling of cryo-EM macromolecule dynamics with physics-aware neural network

Chengwei Zhang, Shimian Li, Yihao Niu, Zhen Zhu, Sihao Yuan, Sirui Liu, Yi Qin Gao

专题命中 多模态RAG ：RAG(abstract)