An empirical study of an LLM critique-refine pipeline for activity diagrams finds algorithmic structural checks beat LLM checks, but measurement design issues cloud the results.
Automated change impact analysis between sysml models of requirements and design,
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The Impact of Critique on LLM-Based Model Generation from Natural Language: The Case of Activity Diagrams
An empirical study of an LLM critique-refine pipeline for activity diagrams finds algorithmic structural checks beat LLM checks, but measurement design issues cloud the results.