In relation to pure language processing (NLP) and knowledge retrieval, the flexibility to effectively and precisely retrieve related data is paramount. As the sector continues to evolve, new methods and methodologies are being developed to reinforce the efficiency of retrieval methods, notably within the context of Retrieval Augmented Era (RAG). One such approach, often known…