Proceedings of the Knowledge Graphs and Large Language Models Workshop (KG-LLM) @ LREC26
LREC 2026 Workshop
Linguistic Initialization for Inductive Reasoning in Heterogeneous Knowledge Graphs
Daniele Pasquini, Danilo Croce, Roberto Basili
OntoBook: Ontology-Grounded Synthetic Textbooks for Medical Encoder Pretraining
Rian Touchent, Éric de la Clergerie
Conversational Control with Ontologies for Large Language Models: A Lightweight Framework for Constrained Generation
Barbara Gendron, Gael Guibon, Mathieu d'Aquin
Is One Token All It Takes? Graph Pooling Tokens for LLM-based GraphQA
Ankit Grover, Lodovico Giaretta, Remi Bourgerie, Sarunas Girdzijauskas
Improving Text2Cypher with Confidence-Based Test-Time Strategies
Rima Dessi, Makbule Gulcin Ozsoy
Integrating Knowledge Graph and Large Language Models for Defining Business Strategies
Eleonora Ghizzota, Alex Jordan, Alessandro Petruzzelli, Lucia Siciliani, Giuseppe Spillo, Pierpaolo Basile, Davide Sola, Giovanni Scarso Borioli, Giovanni Semeraro
GROUNDEDKG-RAG: Grounded Knowledge Graph Index for Long-document Question Answering
Tianyi Zhang, Andreas Marfurt
Ontology-Guided Synthetic Data Generation for Low-Resource Information Extraction: A Case Study in IT Heritage Domain
Nakanyseth Vuth, Emrick Poncet, Gilles Sérasset, Didier Schwab, Caroline Djambian Djambian, Benjamin Lecouteux
A Clinical SKOS Ontology and Evaluation Benchmark for LLM Query Generation over ICU Knowledge Graphs
Khurrum Ali
ReX-GG: A LLM Ensemble Pipeline for Relation-extraction and Graph Generation
Giacomo Magnifico, Eduard Barbu
Graph Fusion across Languages Using Large Language Models
Kaung Myat Kyaw, Khush Agarwal, Jonathan Chan
Efficient KG-Augmented RAG with Reusable Graph Community Summaries
Maha Karkout, Maria Andreevna Khodorchenko, Nikolay Alekseevich Butakov, Denis Nasonov
Stack2Graph: A Structured Knowledge Representation of Stack Overflow Data for Retrieval-based Question Answering
Lukas Amadeus Kleybolte, Viviana Ventura, Alessandra Zarcone
LLM-based Atomic Propositions Help Weak Extractors: Evaluation of a Propositioner for Triplet Extraction
Luc Pommeret, Thomas Gerald, Christophe Servan, Sahar Ghannay, Patrick Paroubek, Sophie Rosset
Towards Knowledge Graph-Grounded Evaluation of Agentic LLMs on Cybersecurity Capture-the-Flag Challenges
Daniel Schlör, Marius Bohn, Maximilian Wolf, Kevin Bergner, Christian Goldschmied, Andreas Hotho
End-to-End Graph Retrieval Pipeline for Specialized Domains
Haraldur Davidsson, Hazar Harmouch
The Structure-Content Trade-off in Knowledge Graph Retrieval: A Diagnostic Study of Question Decomposition
Valentin Six, Gaël de Chalendar, Evan Dufraisse
Quantifying Retrieval Quality in GraphRAG: A Schema-Agnostic Approach
Thibaud Vanmechelen, Alexandre Achten, Zaineb Gabsi, Sabri Skhiri
A Wikidata-Based Framework to Measure Cross-Lingual Bias in Multilingual Large Language Models
Mouloud Iferroudjene, Lisa Poggel, Andrea Schimmenti, Duo Yang, Kanchan Shivashankar, Jan-Christoph Kalo, Marta Boscariol
Evaluating Large Language Models for Strategic Knowledge Extraction in Capability-Based Planning
Hein C. Kolk, Julia García-Fernández, Julia Bronkhorst, Roos M. Bakker
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