TEXT2KG-BIKE 2025
LLM-Integrated Knowledge Graph Generation From Text (TEXT2KG) and International BiKE Challenge 2025

Table of Contents

Fourth International Workshop on LLM-Integrated Knowledge Graph Generation From Text (TEXT2KG)

• TEXT2KG Preface
  Summary: There were 17 papers submitted for peer-review to this workshop. Out of these, 13 papers were accepted for this volume, 9 as regular paper and 4 as short papers.

TEXT2KG Short papers

• A Grounded Memory System For Smart Personal Assistants 1-8
  Felix Ocker, Jörg Deigmöller, Pavel Smirnov, Julian Eggert
• Enhancing Text2Cypher with Schema Filtering 9-17
  Makbule Gulcin Ozsoy
• LLM-Powered Knowledge Graph of Causal Relations in Drug Reviews 18-26
  Vanni Zavarella, Lorenzo Bertolini, Sergio Consoli, Gianni Fenu, Diego Reforgiato Recupero, Alessandro Zani
• Enhancing Public Contract Code analysis with Graph Retrieval-Augmented Generation 27-35
  Eleonora Ghizzota, Lucia Siciliani, Pierpaolo Basile, Giovanni Semeraro

TEXT2KG Regular papers

• SAMM Copilot: Bootstrapping Semantic Models with the Eclipse Semantic Modeling Framework from Domain Data in JSON Using Large Language Models 36-52
  Nazanin Mashhaditafreshi, Andreas Textor, Pascal Rübel, Nastaran Moarefvand, Achim Wagner
• PrO-KGC: Prompt Optimization for LLM-Based Knowledge Graph Completion 53-67
  Amel Gader, Alsayed Algergawy
• Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation Approach 68-89
  Deperias Kerre, Anne Laurent, Kenneth Maussang, Dickson Owuor
• Wikidata Hierarchy for Named Entity Type Discovery in the Climate Change Domain 90-115
  Andrija Poleksić, Sanda Martinčić-Ipšić
• FrOG: Framework of Open GraphRAG 116-134
  Jaycent G. Ongris, Eduardus Tjitrahardja, Fariz Darari, Fajar J. Ekaputra
• Ontology Engineering with Large Language Models: Unveiling the potential of human-LLM collaboration in the ontology extension process 135-159
  Julia García-Fernández, Jack Verhoosel, Jolien Ubacht, Roos Bakker
• Extraction of Patient Subtypes using LLM Generated Knowledge Graphs Integrated With a Transformer Architecture 160-176
  Benjamin Holmes, Cogan Shimizu
• Instruction-Tuned Language Models as Judges for SPARQL Query Correctness in Knowledge Graph Question Answering 177-194
  Aleksandr Gashkov, Maria Eltsova, Aleksandr Perevalov, Andreas Both
• Ontology Evolution in Invasion Biology Using Large Language Models: A Hybrid Approach 195-206
  Hrishikesh Jadhav, Tina Heger, Birgitta König-Ries, Alsayed Algergawy

Second International BiKE Challenge (BiKE 2025)

• BIKE Preface
  Summary: There were 6 papers submitted for peer-review to this Challenge. Out of these, 2 papers were accepted for this volume, 1 as regular paper and 1 as short papers.

BIKE Short papers

• SPHOTA: Knowledge Graph Structure Prediction with a Hybrid Orientation of Textual Alignment using K-BER 207-214
  R. P. Bharath Chand, Sanju Tiwari

BIKE Regular paper

• Large Language Models Ensemble for Biochemical Properties Detection in Scientific Articles 215-226
  Marcos Paulo Silva Gôlo, Jose Gilberto Barbosa de Medeiros Junior, Gabriele Souza Vilas Boas, Fábio Manoel França Lobato, Diego Furtado Silva, Ricardo Marcondes Marcacini