In the swiftly advancing landscape of computational intelligence and human language comprehension, multi-vector embeddings have appeared as a transformative technique to encoding intricate data. This innovative technology is redefining how computers comprehend and process linguistic content, providing unprecedented functionalities in multiple use-c