Hanan Abed Alwally Abed Allah

LLM-augmented query optimization: a hybrid framework for intelligent SQL performance tuning

LLM-QOpt++ is presented, a novel hybrid, confidence-aware query optimization framework that unifies traditional CBO estimation, machine learning–based cost prediction, and large language model (LLM) reasoning within a single adaptive pipeline.