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Paper · arXiv

A Quasi-Experimental Developer Study of Security Training in LLM-Assisted Web Application Development

This paper presents a controlled quasi-experimental developer study examining whether a layer-based security training package is associated with improved security quality in LLM-assisted implementation of an identity-centric Java Spring Boot backend. The study uses a mixed design with a within-subject pre-training versus post-training comparison and an exploratory between-subject expertise factor. Twelve developers completed matched runs under a common interface, fixed model configuration, counterbalanced task sets, and a shared starter project. Security outcomes were assessed via independent manual validation of submitted repositories by the first and second authors. The primary particip...

AuthorsMohammed Kharma, Ahmed Sabbah, Radi Jarrar et al.
Primary categorycs.CR
Published20 April 2026
Last updated at source20 April 2026
cs.CRcs.LG
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