In the rapidly advancing landscape of computational intelligence and human language comprehension, multi-vector embeddings have appeared as a transformative technique to encoding complex content. This cutting-edge framework is reshaping how systems comprehend and process written data, delivering unprecedented functionalities in numerous implementat