From HNSW to Information-Theoretic Binarization: Rethinking the Architecture of Scalable Vector Search

Seyed Moein Abtahi, Majid Fekri, Tara Khani +1

Modern semantic search and retrieval-augmented generation (RAG) systems rely predominantly on in-memory approximate nearest neighbor (ANN) indexes over high-precision floating-poin…