Abstract: Aspects of the disclosure are directed to using reinforcement learning to train one or more machine learning models based on reward data that is model generated. The reward data is generated by a generative model, such as a large language model, in response to a prompt to provide respective reward scores for model-generated responses to a task. Since generating preference labels and training of a reward model can be bypassed here, the machine learning models can be trained using reinforcement learning with less processing cost and memory usage.

Abstract: A method, apparatus, and computer program product are described herein for generating printer commands for controlling a printing device, based on HTML. More specifically, the example embodiments of the system described herein provide for receiving HTML representing a label that comprises, in some examples, a barcode or other print content, transforming the HTML to a printer control language, and rasterizing the image on a printing device in preparation for printing, all while preserving barcode print quality and high speed printing and scanning.

Abstract: A method, apparatus, and computer program product are described herein for generating printer commands for controlling a printing device, based on HTML. More specifically, the example embodiments of the system described herein provide for receiving HTML representing a label that comprises, in some examples, a barcode or other print content, transforming the HTML to a printer control language, and rasterizing the image on a printing device in preparation for printing, all while preserving barcode print quality and high speed printing and scanning.

Abstract: The invention relates to a client-server system for interactively creating a personalized starting page at a user's computer, which comprises: (a) a client wizard that interfaces between a user and a content unit which is located at said server, wherein said wizard guides the user through a process for the creation of said personalized starting page; and a content unit at said server for providing content to said wizard, wherein the user selects items from said content during said process for the creation of said personalized starting page; wherein said creation process involves automatic adaptation to the user at said wizard, with respect to said content.