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AmazonGranted patentAI & softwareInterest 6/10

Amazon patents translation method that fixes drafts using AI edits

This patent describes a system that translates text by first finding a similar, pre-existing translation in a database. It then combines the original text with this draft and uses a machine learning model to correct specific words for accuracy.

Why it mattersThis approach could make online translation tools more accurate by refining rough drafts rather than generating text from scratch.

In the filing’s own words

Devices and techniques are generally described for machine translation. In various examples, first text in a first spoken language may be received. A first candidate translation of the first text in a second spoken language may be determined based at least in part on the first text from among a candidate pool of non-translated text associated with a first domain. Combined data representing the first text and the first candidate translation may be generated. A first machine learning model may generate second text by modifying at least one word of the first candidate translation. The second text representing a machine translation of the first text may be output.

What exactly they claim (claim 1)

1. A computer-implemented method of language translation, comprising: determining first text comprising at least one word composed in a first spoken language; generating first embedding data representing the first text; selecting second embedding data stored in non-transitory computer-readable memory based on a similarity between the first embedding data and the second embedding data, the second embedding data representing second text comprising at least one word composed in a second spoken language, wherein the second text is a candidate translation of the first text in the second spoken language; generating first combined data by combining the first text and the second text; inputting the first combined data into a transformer model trained to edit the candidate translation in the second text using the first text; generating, by the transformer model using the first combined data, third text by altering at least one word of the second text, wherein the third text is a corrected translation of the first text in the second spoken language; and outputting the third text.

Facts

Company
Amazon (Amazon Technologies, Inc.)
Official title
Retrieval and edit-based machine translation
Patent number
US12743589B1
Application number
17845823
Filed
Jun 21, 2022
Granted
Sep 22, 2026
Inventors
6
Claims
20

Classified under

G06F 40/47 Physics & computingG06F 40/221 Physics & computing

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.