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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Giacomo Garaccione

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Book Open access Oct 2026

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,...

Giacomo Garaccione, Riccardo Coppola, L. Ardito · 0 citations

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