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1st LLMs4OL@ISWC 2024: Baltimore, MD, USA

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Hamed Babaei Giglou, Jennifer D'Souza, Sören Auer:
LLMs4OL 2024: The 1st Large Language Models for Ontology Learning Challenge at the 23rd ISWC, Co-located with the 23rd International Semantic Web Conference (ISWC 2024), Baltimore, Maryland, USA, November 11-15, 2024. Open Conference Proceedings 4, TIB Open Publishing 2024

Preface

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Hamed Babaei Giglou, Jennifer D'Souza, Sören Auer:
Preface for LLMs4OL 2024: The 1st Large Language Models for Ontology Learning Challenge at the 23rd ISWC. 1-2

LLMs4OL 2024 Task Overview

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Hamed Babaei Giglou, Jennifer D'Souza, Sören Auer:
LLMs4OL 2024 Overview: The 1st Large Language Models for Ontology Learning Challenge. 3-16
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Hamed Babaei Giglou, Jennifer D'Souza, Sameer Sadruddin, Sören Auer:
LLMs4OL 2024 Datasets: Toward Ontology Learning with Large Language Models. 17-30

LLMs4OL 2024 Task Participant Papers

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Pankaj Kumar Goyal, Sumit Singh, Uma Shanker Tiwary:
silp_nlp at LLMs4OL 2024 Tasks A, B, and C: Ontology Learning through Prompts with LLMs. 31-38
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Mahsa Sanaei, Fatemeh Azizi, Hamed Babaei Giglou:
Phoenixes at LLMs4OL 2024 Tasks A, B, and C: Retrieval Augmented Generation for Ontology Learning. 39-47
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Yixin Peng, Yongli Mou, Bozhen Zhu, Sulayman K. Sowe, Stefan Decker:
RWTH-DBIS at LLMs4OL 2024 Tasks A and B Knowledge-Enhanced Domain-Specific Continual Learning and Prompt-Tuning of Large Language Models for Ontology Learning. 49-63
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Carick Appolinaire Atezong Ymele, Azanzi Jiomekong:
TSOTSALearning at LLMs4OL Tasks A and B : Combining Rules to Large Language Model for Ontology Learning. 65-76
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Adrita Barua, Sanaz Saki Norouzi, Pascal Hitzler:
DaSeLab at LLMs4OL 2024 Task A: Towards Term Typing in Ontology Learning. 77-84
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Thiti Phuttaamart, Natthawut Kertkeidkachorn, Areerat Trongratsameethong:
The Ghost at LLMs4OL 2024 Task A: Prompt-Tuning-Based Large Language Models for Term Typing. 85-91
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Hanna Abi Akl:
DSTI at LLMs4OL 2024 Task A: Intrinsic Versus Extrinsic Knowledge for Type Classification Applications on WordNet and GeoNames Datasets. 93-101
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Seyed Mohammad Hossein Hashemi, Mostafa Karimi Manesh, Mehrnoush Shamsfard:
SKH-NLP at LLMs4OL 2024 Task B: Taxonomy Discovery in Ontologies Using BERT and LLaMA 3. 103-111

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