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Search Query Classification for Ecommerce: Models, Signals & Failure Modes
Why Query Classification Is a Control Problem, Not a Labeling Problem Ecommerce queries are ambiguous by default. Shoppers rarely provide complete instructions—they provide signals. The system’s job is to decide how to act on those signals, not to neatly label them. Most relevance failures stem from one root cause: treating all queries the same. When...
January 29, 2026
AP
Alok Patel