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cs.SE2026
Beyond Correctness: Enhancing Architectural Reasoning in Code LLMs via Scalable Labeling with Agentic Judgment
Kirill Vasilevski, Ximing Dong, Benjamin Rombaut +8
LLMs have substantially improved software engineering yet real-world development requires architectural understanding. Such understanding is prohibitively expensive to label manual…
cs.SE2026
SynConfRoute: Syntax-Aware Routing for Efficient Code Completion with Small CodeLLMs
Kishanthan Thangarajah, Boyuan Chen, Ahmed E. Hassan
Enterprises want AI code completion that is both high-quality and private, but they face a tension: proprietary models yield better results yet risk exposing proprietary code, whil…
cs.SE2024
Leveraging the Crowd for Dependency Management: An Empirical Study on the Dependabot Compatibility Score
Benjamin Rombaut, Filipe R. Cogo, Ahmed E. Hassan
Dependabot, a popular dependency management tool, includes a compatibility score feature that helps client packages assess the risk of accepting a dependency update by leveraging k…