2026. Optimized Hybrid Retrieval-Augmented Generation Framework using Semantic Search and Re-ranking for Reliable LLM Responses. International Research Journal on Advanced Engineering Hub (IRJAEH). 4, 07 (Jul. 2026), 4757–4763. DOI:https://doi.org/10.47392/10.47392/IRJAEH.2026.0625.