Sergiy Lunyakin

Auditable by Construction: An Ontology-Driven Framework for Trustworthy LLM Analytics in Enterprise Finance

It is argued that retrieval-augmented generation for enterprise finance should be evaluated on auditability alongside accuracy, and the Knowledge-Driven Analytics Framework is presented, which builds ontology-driven knowledge systems through six iterative stages and retrieves evidence via Context-Aware Relevance Propag...