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Li Yang

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Review Open access Oct 2026

E4R-Reviewer: Effective and Explainable Automated Code Review via End-to-End Reasoning-Guided Alignment

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. · 0 citations
Conference Jul 2026

Stepwise PCTL Generation with Closed-Loop Validation for Automated SysML Activity Diagram Verification

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. · 0 citations

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