Welcome to this episode where we delve into LightPROF, a novel framework designed to boost the reasoning abilities of Large Language Models (LLMs) using Knowledge Graphs (KGs). We'll explore how LightPROF efficiently retrieves and embeds both the textual and structural information from KGs to create LLM-friendly prompts, enabling even smaller LLMs to excel in complex question answering tasks. Tune in to understand how this approach surpasses even large-scale models in certain KG-based reasoning challenges.