On the Use of Large Language Models to Generate Capability Ontologies

arXiv:2404.17524v1 Announce Type: cross
Abstract: Capability ontologies are increasingly used to model functionalities of systems or machines. The creation of such ontological models with all properties and constraints of capabilities is very complex and can only be done by ontology experts. However, Large Language Models (LLMs) have shown that they can generate machine-interpretable models from natural language text input and thus support engineers / ontology experts. Therefore, this paper investigates how LLMs can be used to create capability ontologies. We …

abstract arxiv capabilities capability constraints cs.ai cs.cl experts generate however language language models large language large language models llms machines ontologies ontology systems type