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“O” can be used to signify that words don’t have any semantic meaning the machine ought to consider. Category (CG) phrases are phrases for overall product groups like “apparel” or “t-shirt”; land key (PK) describes descriptive phrases such as “brand” or “color”; and land value (PV) describes real specifics like brand names, colors, and other types that describe things. Slot completion for e-commerce NLU entails sorting consumer inputs according to three important linguistic expressions: class, property secret, and real estate value.