In the rapidly advancing world of artificial intelligence and human language processing, multi-vector embeddings have appeared as a transformative technique to encoding complex content. This cutting-edge framework is reshaping how systems comprehend and manage written data, delivering unmatched functionalities in numerous applications.Conventional