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AssigneeMaplebear, Inc.(dba Instacart)
InventorsRamasubramanian Balasubramanian, Lynn Fink, Alexandra Hart, Sanam Alavizadeh, Lauren Scully, Samuel Lederer, Anna Vitti, Lukasz Czekaj, Joseph Olivier, Michael Prescott, Jeong Eun Woo, Nicole Yin Chuen Lee Altman
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An online concierge system suggests replacement items when an ordered item may be unavailable. To promote similarity of sources between the replacement item with the ordered item, candidate replacement items are scored, in part, based on a source similarity score based on a source of the candidate replacement item and a source of the ordered item. The source similarity score may be determined by a computer model based on user interactions with item sources. The similarity score may be based on source embeddings that may be determined based on respective item embeddings or may be determined by training source embeddings directly from user-source interactions. The similarity score for a candidate replacement item may be combined with a replacement score indicating the user's likelihood of selecting the candidate replacement item as a replacement to yield a total score for selection as suggestion as a replacement for the ordered item.
A method performed by one or more computer processors, the method comprising:
A computer program product comprising a non-transitory computer readable storage medium having instructions encoded thereon that, when executed by a processor, cause the processor to perform steps comprising:
A system comprising:
Dependencies are inferred from the claim text.