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:
Jun. 03, 2025

Filed:

Dec. 23, 2022
Applicant:

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

Inventors:

Colin Bruce Clement, Seattle, WA (US);

Yufan Huang, Shanghai, CN;

Neelakantan Sundaresan, Bellevue, WA (US);

Yiding Tian, Shanghai, CN;

Maoquan Wang, Shanghai, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/51 (2018.01); G06F 8/41 (2018.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 8/51 (2013.01); G06F 8/41 (2013.01); G06N 3/08 (2013.01);
Abstract

A neural transcompilation model is tested with a set of syntax unit tests to determine the syntax elements of a source code program written in a source programming language that fail to translate properly into a target programming language. The syntax elements having a translation defect are identified and ranked according to a translation failure rate. The neural transcompilation model is then fine-tuned with training samples of the syntax elements having the highest translation failure rates and their paired correct translation in order to teach the model to learn the association between the syntax elements of a source programming language causing translation defects and its correct translation in a target programming language.


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