In the swiftly advancing world of artificial intelligence and human language processing, multi-vector embeddings have appeared as a revolutionary technique to capturing intricate information. This cutting-edge framework is reshaping how systems comprehend and process linguistic information, delivering unmatched capabilities in multiple applications