In the swiftly evolving world of machine intelligence and natural language comprehension, multi-vector embeddings have appeared as a transformative method to encoding complex content. This novel framework is reshaping how systems understand and manage written data, delivering unmatched capabilities in numerous applications.Conventional embedding ap