Code review is a key practice for ensuring software quality and maintainability. Despite progress in Automated Code Review (ACR), existing methods face two core challenges: (1) Isolated Task Modeling. Current approaches often model and optimize subtasks in ACR independently, ignoring the inherent logical order and inte...
Yi-Fei Liu, Xi-Zhi Hou, Li Yang et al.· Proceedings of the ACM on So...· 0 citations
Converting activity diagrams in System Modeling Language (SysML) and natural language requirements into executable probabilistic verification results remains a key bottleneck for safetycritical model-based systems engineering (MBSE). This process involves the use of probabilistic symbolic models (PRISM) and probabilist...
Jia Xu, Lei Yu, Peng Wang et al.· Annual International Compute...· 0 citations
BashCoder-R1 is presented, a framework that tackles both problems jointly, treating explainability as a design goal rather than a byproduct of correctness, and directly refines the generation policy against a weighted reward combining syntax correctness, robustness as verified by the static analyzer shellcheck, and adh...
Li Yang, Fengjun Zhang, Lei Yu et al.· 0 citations
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