ViNL2Vis-FaithBench is introduced, a Vietnamese-English benchmark built from 783 tabular datasets and 33,700 synthetic benchmark samples, together with a deterministic evaluator for data faithfulness, which shows that stricter prompting, deterministic repair, and audit-driven transformation checks reduce chart-family, rendering, and transformation failures that raw model outputs leave unresolved.
A dual-LLM pipeline integrating lightweight specification generation with reasoning-oriented code synthesis is presented, establishing a robust foundation for scalable, artificial intelligence-driven automation in software engineering.
Van-Viet Nguyen, Huu-Khanh Nguyen, Kim-Son Nguyen et al.· Bulletin of Electrical Engin...· 0 citations