RAGE-KG 2025

Table of Contents

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• HubLink: A Novel Question Answering Retrieval Approach over Knowledge Graphs 1-18 PDF
  Angelika Kaplan, Jan Keim, Marco Schneider, Ralf Reussner
• Learning to Refine: An Agentic RL Approach for Iterative SPARQL Query Construction 19-32 PDF
  Floris Vossebeld, Shenghui Wang
• RETROFIT-CQ Revisited: Leveraging Ontology Triples and Context in Few-Shot LLM Prompting 33-44 PDF
  Meiqing Li, Reham Alharbi, Jacopo de Berardinis, Valentina Tamma, Terry R. Payne
• HyP-KGRAG: Hypothetical Path-Based Knowledge Graph Retrieval Augmented Generation with DeepSeek 45-55 PDF
  Zhaotai Liu, Harald Sack, Genet Asefa Gesese
• RecipeRAG: A Knowledge Graph-Driven Approach to Personalized Recipe Retrieval and Generation 56-68 PDF
  Julie Loesch, Emin Durmuş, Remzi Celebi
• Benchmarking KG-based RAG Systems: A Case Study of Legal Documents 69-82 PDF
  Jaycent G. Ongris, Fariz Darari, Berty C. L. Tobing, Douglas R. Faisal, On Lee
• Beyond the Metrics: An Investigation into the Reliability of Evaluation Metrics for Domain Specific Graph-based Question Answering 83-96 PDF
  Lia Draetta, Marco Antonio Stranisci, Flaviana Corallo, Pier Felice Balestrucci, Michael Oliverio, Rossana Damiano, Alessandro Mazzei
• Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations 97-106 PDF
  Fernando Spadea, Oshani Seneviratne
• From Speech to Semantics: Enabling Conversational Access to Scholarly Knowledge Graph 107-119 PDF
  Umair Ahmed, Andrea Polini, Nicolas Ferranti
• Beyond Statistical Parroting: Hard-Coding Truth into LLMs via Ontologies 120-131 PDF
  Hamed Babaei Giglou, Simon Burbach, Francesco Compagno, Muhammad Ismail, Gunjan Singh, Sebastian Rudolph
• AgCyRAG: an Agentic Knowledge Graph based RAG Framework for Automated Security Analysis 132-144 PDF
  Kabul Kurniawan, Rayhan Firdaus Ardian, Elmar Kiesling, Andreas Ekelhart
• Chunk-Link: Context-aware Chunk Completion 145-152 PDF
  Kenichirou Narita, Satoshi Munakata
• User Interface and Agent Interface for Online Generation of Knowledge Graph’s Competency Questions and Question-Query Training Sets 153-159 PDF
  Yousouf Taghzouti, Franck Michel, Tao Jiang, Louis-Felix Nothias, Fabien Gandon
• Boosting Knowledge Graph Question Answering with Open Source Lightweight Large Language Models and RAG Techniques 160-168 PDF
  Mario Caruso, Giorgia Lodi, Carlo Macis, Simone Persiani, Valentina Presutti
• Towards Harmonised Rail Safety Knowledge: LLM Techniques for EU Accident Report Processing 169-174 PDF
  Shahrom Sohi, Dragomir Balan, Amin Anjomshoaa, Axel Polleres