RAG / 检索增强生成

Fishing for Answers: Exploring One-shot vs. Iterative Retrieval Strategies for Retrieval Augmented Generation

Huifeng Lin, Gang Su, Jintao Liang, You Wu, Rui Zhao, Ziyue Li

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

Comments under Review of EMNLP 2025

Modeling Sequential Sentence Relation to Improve Cross-lingual Dense Retrieval

Shunyu Zhang, Yaobo Liang, Ming Gong, Daxin Jiang, Nan Duan

机构 * Microsoft Research Asia（微软亚洲研究院） 纠错

专题命中 检索器与排序 ：dense retrieval(title,abstract)；分类 cs.IR、cs.CL

Comments Published at ICLR 2023

SePA: A Search-enhanced Predictive Agent for Personalized Health Coaching

Melik Ozolcer, Sang Won Bae

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

Comments Accepted at IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI'25). 7 pages, 5 figures, 3 tables

From Post To Personality: Harnessing LLMs for MBTI Prediction in Social Media

Tian Ma, Kaiyu Feng, Yu Rong, Kangfei Zhao

机构 * Beijing Institute of Technology（北京理工大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Journal ref CIKM 2025 Short Paper (Technical Report)

Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art

Ilias Azizi, Karima Echihabi, Themis Palpanas

专题命中 向量检索 ：vector search(title,abstract)；分类 cs.IR

KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering

Yushi Sun, Kai Sun, Yifan Ethan Xu, Xiao Yang, Xin Luna Dong, Nan Tang, Lei Chen

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

Comments Accepted by EMNLP Findings 2025

ODKE+: Ontology-Guided Open-Domain Knowledge Extraction with LLMs

Samira Khorshidi, Azadeh Nikfarjam, Suprita Shankar, Yisi Sang, Yash Govind, Hyun Jang, Ali Kasgari, Alexis McClimans, Mohamed Soliman, Vishnu Konda, Ahmed Fakhry, Xiaoguang Qi

机构 * Apple Inc（苹果公司） 纠错

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL、cs.AI

Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction

Maya Kruse, Shiyue Hu, Nicholas Derby, Yifu Wu, Samantha Stonbraker, Bingsheng Yao, Dakuo Wang, Elizabeth Goldberg, Yanjun Gao

机构 * University of Colorado Anschutz Medical Campus（科罗拉多大学安舒茨医学校园） ； University of Colorado Boulder（科罗拉多大学波德分校） ； Northeastern University（东北大学） 纠错

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

Maestro: Joint Graph & Config Optimization for Reliable AI Agents

Wenxiao Wang, Priyatham Kattakinda, Soheil Feizi

专题命中 长文档RAG ：RAG(abstract)；分类 cs.CL、cs.AI

Comments Technical Report by RELAI.ai

ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding

Shuai Wang, Ivona Najdenkoska, Hongyi Zhu, Stevan Rudinac, Monika Kackovic, Nachoem Wijnberg, Marcel Worring

机构 * University of Amsterdam（阿姆斯特丹大学） ； College of Business（商学院） ； Economics, University of Johannesburg（经济系，约翰内斯堡大学） 纠错

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

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain

Kai Hu, Parfait Atchade-Adelomou, Carlo Adornetto, Adrian Mora-Carrero, Luis Alonso-Pastor, Ariel Noyman, Yubo Liu, Kent Larson

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

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication

Dayu Fan, Rui Meng, Song Gao, Xiaodong Xu

专题命中 图谱与结构化RAG ：RAG(title)；retrieval-augmented generation(abstract)

Comments 7 pages,4 figures,conference

VaccineRAG: Boosting Multimodal Large Language Models' Immunity to Harmful RAG Samples

Qixin Sun, Ziqin Wang, Hengyuan Zhao, Yilin Li, Kaiyou Song, Linjiang Huang, Xiaolin Hu, Qingpei Guo, Si Liu

专题命中 多模态RAG ：RAG(title,abstract)；retrieval augmented generation(abstract)；retrieval-augmented generation(abstract)；retriever(abstract)

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support

Anandi Dutta, Shivani Mruthyunjaya, Jessica Saddington, Kazi Sifatul Islam

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

Comments Preprint Version, Accepted in ISEMV 2025

Evaluating Large Language Models for Financial Reasoning: A CFA-Based Benchmark Study

Xuan Yao, Qianteng Wang, Xinbo Liu, Ke-Wei Huang

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