Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications

Nasser Giacaman, Valerio Terragni, Paul Denny +1

As AI code tools become integrated into programming environments, students increasingly describe intended behavior in natural language and rely on these tools to generate code, shi…