In the rapidly developing landscape of computational intelligence and human language comprehension, multi-vector embeddings have appeared as a transformative method to encoding complex information. This cutting-edge framework is reshaping how systems comprehend and process linguistic information, offering exceptional abilities in multiple use-cases