Abstract: Implementations relate to correcting a speech recognition hypothesis based on prior correction(s) made by a user and/or fulfillment data associated with fulfilling a request embodied in the speech recognition hypothesis. A candidate speech recognition hypothesis can be generated in response to the user providing a spoken utterance to an application, such as an automated assistant. When a confidence metric for the candidate speech recognition hypothesis does not satisfy a threshold, one or more terms of the candidate speech recognition hypothesis can be compared to correcting data. The correcting data can indicate whether the user previously corrected any term(s) present in the candidate speech recognition hypothesis and, if so, correct the term(s) accordingly. Fulfillment data generated for the candidate hypothesis and/or for the corrected hypothesis can also be processed to determine whether to utilize the candidate hypothesis or the corrected hypothesis in responding to the user.

Abstract: A method for facilitating an image-based transaction includes: capturing, by a first input device, an image of a product to be sold; receiving, by a second input device, product data corresponding to the product to be sold; identifying, by a processing device, a transaction identifier; encoding, by the processing device, the captured image with at least the identified transaction identifier; adding, to the encoded image, an indication of availability of the product to be sold such that user interaction with the encoded image will initiate a payment transaction for the product to be sold based on at least the encoded transaction identifier; and transmitting, by a transmitting device, at least the received product data, the identified transaction identifier, and the encoded image including the indication of availability.

Abstract: A method for facilitating an image-based transaction includes: capturing, by a first input device, an image of a product to be sold; receiving, by a second input device, product data corresponding to the product to be sold; identifying, by a processing device, a transaction identifier; encoding, by the processing device, the captured image with at least the identified transaction identifier; adding, to the encoded image, an indication of availability of the product to be sold such that user interaction with the encoded image will initiate a payment transaction for the product to be sold based on at least the encoded transaction identifier; and transmitting, by a transmitting device, at least the received product data, the identified transaction identifier, and the encoded image including the indication of availability.