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In many international film markets, especially in East Asia, movies are categorized by unique alphanumeric codes rather than just titles.

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Combine exact‑match weighting with contextual scoring (e.g., boost documents where production_code field exists). Apply machine‑learning classifiers to filter out spam based on content similarity. In many international film markets, especially in East