RAG / 检索增强生成

KROMA: Ontology Matching with Knowledge Retrieval and Large Language Models

Lam Nguyen, Erika Barcelos, Roger French, Yinghui Wu

机构 * Case Western Reserve University（凯斯西储大学） 纠错

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

Comments Accepted to the 24th International Semantic Web Conference Research Track (ISWC 2025)

Boosting Data Utilization for Multilingual Dense Retrieval

Chao Huang, Fengran Mo, Yufeng Chen, Changhao Guan, Zhenrui Yue, Xinyu Wang, Jinan Xu, Kaiyu Huang

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

Comments Accepted by EMNLP 2025 (main)

Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation

Qitao Qin, Yucong Luo, Yihang Lu, Zhibo Chu, Xiaoman Liu, Xianwei Meng

机构 * University of Science and Technology of China（中国科学技术大学） ； Hefei Institutes of Physical Science, Chinese Academy of Sciences（中国科学院合肥研究院） 纠错

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

Comments Accept by ACL 2025 findings

A Knowledge Noise Mitigation Framework for Knowledge-based Visual Question Answering

Zhiyue Liu, Sihang Liu, Jinyuan Liu, Xinru Zhang

机构 * School of Computer, Electronics and Information（计算机、电子与信息学院） ； Guangxi University（广西大学） ； Guangxi Key Laboratory of Multimedia Communications and Network Technology（广西多媒体通信与网络技术重点实验室） 纠错

专题命中 知识库问答 ：knowledge retrieval(abstract)；分类 cs.AI

Comments Accepted by the IEEE International Conference on Multimedia and Expo (ICME 2025) for oral presentation. © 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses

Inteligencia Artificial jurídica y el desafío de la veracidad: análisis de alucinaciones, optimización de RAG y principios para una integración responsable

Alex Dantart

机构 * CIO LittleJohn（LittleJohn公司） 纠错

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

Comments in Spanish and English languages

Noise or Nuance: An Investigation Into Useful Information and Filtering For LLM Driven AKBC

Alex Clay, Ernesto Jiménez-Ruiz, Pranava Madhyastha

机构 * City St George's, University of London（伦敦城市圣乔治大学） ； The Alan Turing Institute, British Library（艾伦·图灵研究所，大英图书馆） 纠错

专题命中 长文档RAG ：RAG(abstract)；分类 cs.CL

Comments 8 pages, 1 figure, accepted to the ISWC 2025 LM-KBC Workshop

Automated Evidence Extraction and Scoring for Corporate Climate Policy Engagement: A Multilingual RAG Approach

Imene Kolli, Ario Saeid Vaghefi, Chiara Colesanti Senni, Shantam Raj, Markus Leippold

机构 * University of Zurich, Department of Finance（苏黎世大学金融系） ； University of Zurich, Department of Informatics（苏黎世大学信息学系） ； Swiss Finance Institute（瑞士金融研究所） 纠错

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

Fusing Knowledge and Language: A Comparative Study of Knowledge Graph-Based Question Answering with LLMs

Vaibhav Chaudhary, Neha Soni, Narotam Singh, Amita Kapoor

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

Comments 46 pages, 4 figures, 17 tables

TraceRAG: A LLM-Based Framework for Explainable Android Malware Detection and Behavior Analysis

Guangyu Zhang, Xixuan Wang, Shiyu Sun, Peiyan Xiao, Kun Sun, Yanhai Xiong

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