More Than Efficiency: Embedding Compression Improves Domain Adaptation in Dense Retrieval

Chunsheng Zuo, Daniel Khashabi

The paper shows that applying PCA to compress query embeddings can both speed up dense retrieval and improve its performance on specialized domains, acting as a lightweight form of…