Abstract: Systems and methods are provided for use of use of fuzzy-match-based translation suggestions to augment machine translation of input sentences or other texts. A machine translation system may use a model trained to translate a source language input to a target language output based on pseudo-randomly selected translation suggestions in the target language, while at inference time the machine translation system may use translation selections associated with source language samples that have a high degree of similarity to the source language input to be translated. To efficiently use the translation suggestions, they may be encoded in context with the source language input to be translated, and the machine translation system may use the encoded translation suggestions with to generate a translation in the target language.

Abstract: Systems and methods are provided for use of use of fuzzy-match-based translation suggestions to augment machine translation of input sentences or other texts. A machine translation system may use a model trained to translate a source language input to a target language output based on pseudo-randomly selected translation suggestions in the target language, while at inference time the machine translation system may use translation selections associated with source language samples that have a high degree of similarity to the source language input to be translated. To efficiently use the translation suggestions, they may be encoded in context with the source language input to be translated, and the machine translation system may use the encoded translation suggestions with to generate a translation in the target language.

Abstract: A data storage device (DSD) with improved manufacturing method. The DSD includes a main printed circuit board (PCB) that includes a first PCB connector and a second PCB connector. The DSD also includes a first flash card mounted over the main PCB and including a flash memory and a flash card connector configured to connect to the first PCB connector, and a second flash card mounted over the main PCB and including a flash memory and a flash card connector configured to connect to the second PCB connector. The first flash card and the second flash card are mounted over the main PCB in a plane substantially parallel with the main PCB. The main PCB can be mounted to a base before connecting the first and second flash cards, or the first and second flash cards can be mounted to the main PCB before mounting to the base.

Abstract: An improved electrophotographic printer is provided for generating a security stamp in firmware, and printing that security stamp to create documents that have a visible and tactile logo that is automatically printed on each page of a print job. The firmware will automatically create the proper bitmap of the security logo for a page's print resolution and bit depth. Using a color laser printer, the security stamp can be printed using all of the process colors, such as CMYK, which would be rendered and printed at 400% toner coverage. This gives the security stamp a very dark visible appearance and a thick tactile texture. The security stamp can include an area for printing a serial number of the printer, and for printing a time and date stamp.

Abstract: A method for printing an interrupt print job including the steps of receiving a primary print job and processing the primary print job with a primary processor to provide a plurality of primary pages to a print queue. The method further includes the steps receiving an interrupt print job and processing the interrupt print job with an interrupt processor to provide at least one interrupt page. The method further includes the step of printing the at least one interrupt page prior to printing at least one primary page in the page queue.