In the rapidly evolving world of computational intelligence and natural language processing, multi-vector embeddings have surfaced as a groundbreaking technique to encoding complex content. This innovative system is reshaping how systems understand and handle linguistic information, delivering unprecedented abilities in various use-cases.Convention