The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 28, 2026

Filed:

Jul. 22, 2021
Applicant:

Microsoft Technology Licensing, Llc., Redmond, WA (US);

Inventors:

Colin Bruce Clement, Seattle, WA (US);

Dawn Drain, Bellevue, WA (US);

Neelakantan Sundaresan, Bellevue, WA (US);

Chen Wu, Beijing, CN;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 8/30 (2018.01); G06F 8/40 (2018.01); G06F 8/51 (2018.01); G06F 8/74 (2018.01); G06F 18/10 (2023.01); G06F 40/42 (2020.01); G06N 3/045 (2023.01); G06N 3/0455 (2023.01); G06N 3/08 (2023.01); G06N 3/091 (2023.01); G06N 3/096 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 8/40 (2013.01); G06F 18/10 (2023.01); G06F 40/42 (2020.01); G06N 3/045 (2023.01);
Abstract

A distillation system extracts knowledge from a large pre-trained sequence-to-sequence neural transformer model into a smaller bi-encoder. The pre-trained sequence-to-sequence neural transformer model is trained to translate data from a first domain into a second domain on a large corpus. A teacher model is generated from the pre-trained model by fine-tuning the pre-trained neural transformer model on a smaller translation task with true translation pairs. The fine-tuned model is then used to generate augmented data values which are used with the true translation pairs to train the bi-encoder. The bi-encoder is used for perform cross-domain searches.


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