Riccardo Coppola

On the Non-Interchangeability of Deterministic and LLM-Based UML Evaluators

Automated assessment of UML class diagrams is essential for scaling software engineering education, with educators adopting both deterministic evaluators and, in recent years, emerging solutions based on Large Language Models. Existing comparisons between the two approaches conflate differences in format and reasoning,...