Maplebear Inc.

Dropbox, Inc.

Joey Loi

Ed Chao

Viswa Mani Kiran Peddinti

Shishir Kumar Prasad

Cameron Nicholas Taylor

John Salaveria

Kevin McCullough

An online concierge system generates suggested instructions for presentation to a user. The online concierge system access instruction examples corresponding to a target item category and generates candidate instruction representations based on instruction messages within each instruction example. The online concierge system generates preliminary scores for the candidate instruction representations that are directly related to an intra-category frequency of use of the instruction tokens of the candidate instruction representation within the target item category. The online system normalizes these preliminary scores for the candidate instruction representations based on the inter-category frequency of use of the instruction tokens in all item categories to generate final scores for the candidate instruction representations. The online concierge system selects a set of instruction representations based on these final scores and generates suggested instructions based on the set of instruction representations.

Generating suggested instructions through natural language processing of instruction examples

A warehouse from which shoppers fulfill orders for an online concierge system maintains an online concierge system-specific portion for which the online concierge system specifies placement of items in regions. To place items in the online concierge system-specific portion, the online concierge system accounts for co-occurrences of different items in orders and measures of similarity between different items. From the co-occurrences of items, the online concierge system generates an affinity graph. The online concierge system also generates a colocation graph based on distances between different regions in the online concierge system-specific portion. Using an optimization function with the affinity graph and the colocation graph, the online concierge system selects regions within the online concierge system-specific portion for different items to minimize an amount of time for shoppers to obtain items in the online concierge-system specific portion.

Creation and arrangement of items in an online concierge system-specific portion of a warehouse for order fulfillment

A document system tracks activity within comment threads associated with portions of a stored document. When activity is detected within the document, the document system generates a corresponding notification for display by a client device within a notification interface. The notification interface displays one or more notifications, each associated with activity in documents stored by the document system, and orders the notifications by document, by date, by filter, or any other suitable factor. The user may assign a priority to each document or folder such that notifications associated with documents or folders with a higher priority are displayed before those associated with a lower priority. The notifications may include portions of comment threads, and a user can reply to a comment thread via a response element of the notification interface. The user's reply is incorporated into the comment thread and stored by the document system.

Mobile notifications for comment threads

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San Francisco, CA, United States of America

Joey Loi