Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.
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An LLM-orchestrated framework enables conformance checking in stroke care from unstructured texts, achieving over 86% conformance in hospital data.
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Where Did the Variability Go? From Vibe Coding to Product Lines by Regeneration
Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.