Robust information advertising classification framework Hierarchical classification system for listing details Adaptive classification rules to suit campaign goals A metadata enrichment pipeline for ad attributes Conversion-focused category assignments for ads A cataloging framework that emphasizes feature-to-benefit mapping Precise category names

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