Can LLMs Faithfully Solve Ontology Engineering Tasks? A Mechanistic Interpretability Study.

arXiv:2610.38326v1 Announce Type: new Abstract: Ontological knowledge underpins large language model (LLM) performance on knowledge-intensive tasks. However, existing evaluations of LLMs' ontological understanding largely rely on behavioral correctness, leavin