In the quickly advancing landscape of artificial intelligence and human language comprehension, multi-vector embeddings have appeared as a transformative technique to encoding intricate information. This cutting-edge framework is reshaping how systems comprehend and process linguistic data, delivering unmatched capabilities in numerous applications