In depth
BM25 remains the baseline for keyword search because it handles exact matches (SKUs, part numbers, named products) that vector search can miss. Most modern e-commerce search stacks combine BM25 with vector search; see Hybrid search.
BM25
A classical keyword-based ranking algorithm. Scores documents by how often query terms appear, weighted by rarity.
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