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ORCID2nd LLMs4OL@ISWC 2025: Nara, Japan
- Hamed Babaei Giglou
, Jennifer D'Souza, Andrei C. Aioanei, Nandana Mihindukulasooriya, Sören Auer:
LLMs4OL 2025: The 2nd Large Language Models for Ontology Learning Challenge at the 24th ISWC, Co-located with the 24th International Semantic Web Conference (ISWC 2025), Nara, Japan, November 2-6, 2025. Open Conference Proceedings 6, TIB Open Publishing 2025
Preface
- Hamed Babaei Giglou, Jennifer D'Souza, Andrei C. Aioanei, Nandana Mihindukulasooriya, Sören Auer:
Preface for LLMs4OL 2025: The 2nd Large Language Models for Ontology Learning Challenge at the 24th ISWC.
LLMs4OL 2025 Task Overview
- Hamed Babaei Giglou, Jennifer D'Souza, Nandana Mihindukulasooriya, Sören Auer:
LLMs4OL 2025 Overview: The 2nd Large Language Models for Ontology Learning Challenge.
LLMs4OL 2025 Task Participant Short Papers
- Miquel Canal-Esteve, José Ignacio Abreu Salas, Yoan Gutiérrez:
SEMA at LLMs4OL 2025 Task C: Prompt-Decoupled Fine-Tuning on MatOnto with LLaMA. - Alireza Esmaeili Fridouni, Mahsa Sanaei:
Phoenixes at LLMs4OL 2025 Task A: Ontology Learning With Large Language Models Reasoning. - Rehenuma Ilman, Mehreen Rahman, Samia Rahman:
CUET_Zenith at LLMs4OL 2025 Task C: Hybrid Embedding-LLM Architectures for Taxonomy Discovery. - Patipon Wiangnak, Thin Prabhong, Thiti Phuttaamart, Natthawut Kertkeidkachorn, Kiyoaki Shirai:
DREAM-LLMs at LLMs4OL 2025 Task B: A Deliberation-Based Reasoning Ensemble Approach With Multiple Large Language Models for Term Typing in Low-Resource Domains. - Chavakan Yimmark, Teeradaj Racharak:
T-GreC at LLMs4OL 2025 Task B: A Report on Term-Typing Task of OBI dataset using LLM with k-Nearest Neighbors.
LLMs4OL 2025 Task Participant Long Papers
- Aleksandra Beliaeva, Temurbek Rahmatullaev:
Alexbek at LLMs4OL 2025 Tasks A, B, and C: Heterogeneous LLM Methods for Ontology Learning (Few-Shot Prompting, Ensemble Typing, and Attention-Based Taxonomies). - Pankaj Kumar Goyal, Sumit Singh, Uma Shanker Tiwary:
silp_nlp at LLMs4OL 2025 Tasks A, B, C, and D: Clustering-Based Ontology Learning Using LLMs. - Insan-Aleksandr Latipov, Mike Holenderski, Nirvana Meratnia:
IRIS at LLMs4OL 2025 Tasks B, C and D: Enhancing Ontology Learning Through Data Enrichment and Type Filtering. - Rashin Rahnamoun, Mehrnoush Shamsfard:
SBU-NLP at LLMs4OL 2025 Tasks A, B, and C: Stage-Wise Ontology Construction Through LLMs Without any Training Procedure. - Ryan Roche, Ryn Gray, Jaimie Murdock, Douglas C. Crowder:
ELLMO at LLMs4OL 2025 Tasks A and D: LLM-Based Term, Type, and Relationship Extraction. - Xinyi Zhao, Kevin Drake, Caroline Watanabe, Yuya Sasaki, Hidetaka Hando:
LABKAG at LLMs4OL 2025 Tasks A and C: Context-Rich Prompting for Ontology Construction.
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