Francesco Osborne

Benchmarking Resource-Efficient LLMs for Research Topic Ontology Generation in the Biomedical Field

Assessment of five small, open-source LLMs in identifying semantic relationships between biomedical concepts confirms that direct fine-tuning effectively exceeds the reasoning bottlenecks of smaller LLMs, providing an accurate, automated methodology for the construction and evolution of specialised biomedical ontologies.