Abstract: Exemplary methods, apparatuses, and systems receive a browsing request to view an item offered by a first third party retailer. An estimated inventory value for the item at the first third-party retailer is retrieved. The estimated inventory value is maintained using a combination of a history of purchases of the item and a history of inventory values for the item received from one or more third party retailers. A representation of the item as being available for purchase is transmitted to a user device based upon the estimated inventory value for the item. In response to receiving a request to initiate a purchase of the item, a request for a current inventory value for the item is transmitted to a retail server. The purchase of the item is initiated in response to determining the item is available based upon the received current inventory value.

Abstract: Exemplary methods, apparatuses, and systems receive a browsing request to view an item offered by a first third party retailer. An estimated inventory value for the item at the first third-party retailer is retrieved. The estimated inventory value is maintained using a combination of a history of purchases of the item and a history of inventory values for the item received from one or more third party retailers. A representation of the item as being available for purchase is transmitted to a user device based upon the estimated inventory value for the item. In response to receiving a request to initiate a purchase of the item, a request for a current inventory value for the item is transmitted to a retail server. The purchase of the item is initiated in response to determining the item is available based upon the received current inventory value.

Abstract: Methods, systems, and computer readable storage medium related to operating an intelligent digital assistant are disclosed. A text string is obtained from a speech input received from a user. The received text string is interpreted to derive a representation of user intent based at least in part on a plurality of words associated with a user and stored in memory associated with the user, the plurality of words including words from a plurality of user interactions with an automated assistant. At least one domain, a task, and at least one parameter for the task, are identified based at least in part on the representation of user intent. The identified task is performed. An output is provided to the user, where the output is related to the performance of the task.

Abstract: A speech control system that can recognize a spoken command and associated words (such as “call mom at home”) and can cause a selected application (such as a telephone dialer) to execute the command to cause a data processing system, such as a smartphone, to perform an operation based on the command (such as look up mom's phone number at home and dial it to establish a telephone call). The speech control system can use a set of interpreters to repair recognized text from a speech recognition system, and results from the set can be merged into a final repaired transcription which is provided to the selected application.

Abstract: A speech control system that can recognize a spoken command and associated words (such as “call mom at home”) and can cause a selected application (such as a telephone dialer) to execute the command to cause a data processing system, such as a smartphone, to perform an operation based on the command (such as look up mom's phone number at home and dial it to establish a telephone call). The speech control system can use a set of interpreters to repair recognized text from a speech recognition system, and results from the set can be merged into a final repaired transcription which is provided to the selected application.

Abstract: A speech control system that can recognize a spoken command and associated words (such as “call mom at home”) and can cause a selected application (such as a telephone dialer) to execute the command to cause a data processing system, such as a smartphone, to perform an operation based on the command (such as look up mom's phone number at home and dial it to establish a telephone call). The speech control system can use a set of interpreters to repair recognized text from a speech recognition system, and results from the set can be merged into a final repaired transcription which is provided to the selected application.