In the quickly evolving realm of computational intelligence and human language comprehension, multi-vector embeddings have appeared as a transformative method to encoding complex content. This cutting-edge framework is reshaping how systems comprehend and process written data, delivering unmatched capabilities in numerous applications.Conventional