In the swiftly developing world of computational intelligence and natural language understanding, multi-vector embeddings have emerged as a groundbreaking technique to encoding intricate content. This innovative framework is redefining how machines comprehend and manage textual information, delivering unprecedented capabilities in numerous implemen