As software usage continues to expand, package managers automatically resolve dependencies to construct a dependency graph based on user-specified requirements. These explicitly declared dependencies, known as direct dependencies, receive significant attention in terms of maintainability and security. However, implicit...
Lyuye Zhang, Chengwei Liu, Fang-Yuan Zhang et al.· 0 citations
KGMACG is evaluated on three industrial-scale case studies against six state-of-the-art multi-agent baselines: MetaGPT, AutoGen, CAMEL, CrewAI, ChatDev and CodeAgent and indicates that KGMACG advances the automation of application-level software development.
Bo Yang, Xiao Zhang, Weisong Sun et al.· ACM Transactions on Software...· 0 citations
SemRef, a framework that combines LLMs with dependency analysis to automatically refine architectures recovered by existing architecture recovery tools, is introduced, which improves accuracy across various metrics and enhances both the accuracy and the comprehension of recovered architectures.
Yi-Ran Zhang, Chengwei Liu, Yu-Qiang Sun et al.· Proceedings of the 2026 IEEE...· 1 citation
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