RAG / 检索增强生成

NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System

Shubham Kumar Nigam, Balaramamahanthi Deepak Patnaik, Shivam Mishra, Ajay Varghese Thomas, Noel Shallum, Kripabandhu Ghosh, Arnab Bhattacharya

机构 * Indian Institute of Technology Kanpur（印度理工学院坎浦尔分校） ； SRM Institute of Science and Technology（SRM科学与技术学院） ； Symbiosis Law School Pune（苏比斯法学院浦那分校） ； IISER Kolkata（印度科学研究所库勒卡布尔分校） ； University of Birmingham, Dubai, United Arab Emirates（布里斯托尔大学迪拜分校） 纠错

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

Comments Paper accepted in the AACL-IJCNLP 2025 conference

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction

Jie Zhang, Bo Tang, Wanzi Shao, Wenqiang Wei, Jihao Zhao, Jianqing Zhu, Zhiyu li, Wen Xi, Zehao Lin, Feiyu Xiong, Yanchao Tan

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

Comments Accepted by AAAI 2026

Automated Construction of Medical Indicator Knowledge Graphs Using Retrieval Augmented Large Language Models

Zhengda Wang, Daqian Shi, Jingyi Zhao, Xiaolei Diao, Xiongfeng Tang, Yanguo Qin

机构 * The second hospital of Jilin University Northeast Asia Active Aging Laboratory Jilin, China Email ； QMUL DERI \ Institute Of Health Informatics, Lonodn, UK Email ； QMUL School of Electronic Engineering \ Computer Science London, UK Email ； The second hospital of Jilin University College of Artificial Intelligence, \ University, Jilin, China Email 纠错

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

Comments 5 pages, 1 figure, 1 table. Accepted at AI4RWC@WI-IAT 2025

ReviewGraph: A Knowledge Graph Embedding Based Framework for Review Rating Prediction with Sentiment Features

A. J. W. de Vink, Natalia Amat-Lefort, Lifeng Han

机构 * LIACS, Leiden University（莱顿大学LIACS） ； LUMC, Leiden University（莱顿大学LUMC） 纠错

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

Comments Peer-reviewed and published version is in ICKG-2025 (The 16th IEEE International Conference on Knowledge Graphs, November 13-14, 2025, Limassol, Cyprus)

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

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

Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing

Mengying Wang, Chenhui Ma, Ao Jiao, Tuo Liang, Pengjun Lu, Shrinidhi Hegde, Yu Yin, Evren Gurkan-Cavusoglu, Yinghui Wu

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

Comments The 40th AAAI Conference on Artificial Intelligence (AAAI-26)

Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations

Fernando Spadea, Oshani Seneviratne

机构 * Rensselaer Polytechnic Institute（伦斯勒理工学院） 纠错

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

Comments 10 pages, 3 figures, RAGE-KG 2025

Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models

Yongwen Ren, Chao Wang, Peng Du, Chuan Qin, Dazhong Shen, Hui Xiong

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