Phillip C-Y Sheu

GPS-Relational: Generative Problem Solving with Relational Databases

2026 · International Journal of Semantic Computing

Large language models (LLMs) have improved natural language to SQL translation, but evaluating their outputs remains difficult when queries become complex, deeply nested, or produced at scale. Existing evaluations often rely on standard benchmarks with …