Compacting Semantic Matryoshka Representations with Product Quantization

Key Points

• Improved compression efficiency results in smaller semantic representations, facilitating quicker data access and retrieval.
• Key evidence shows that using product quantization can achieve up to 50% reduction in representation size compared to traditional methods.
• The analysis focuses on enhancing semantic representations through advanced data compression techniques.
• Enhanced compression may support large-scale data applications, highlighting the need for efficient storage solutions.

Abstract