In the quickly developing world of machine intelligence and natural language comprehension, multi-vector embeddings have emerged as a transformative approach to encoding complex data. This novel system is reshaping how computers interpret and process written information, delivering unprecedented capabilities in numerous use-cases.Standard encoding