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.
Patent No.:
Date of Patent:
Oct. 08, 2024
Filed:
Dec. 15, 2022
Microsoft Technology Licensing, Llc., Redmond, WA (US);
Colin Bruce Clement, Seattle, WA (US);
David Alberto Nader Palacio, Williamsburg, VA (US);
Neelakantan Sundaresan, Bellevue, WA (US);
Alexey Svyatkovskiy, Bellevue, WA (US);
Michele Tufano, Bellevue, WA (US);
MICROSOFT TECHNOLOGY LICENSING, LLC., Redmond, WA (US);
Abstract
A debugging tool identifies the smallest subset of an input sequence or rationales that influenced a neural language model to generate an output sequence. The debugging tool uses the rationales to understand why the model made its predictions and in particular, the particular input tokens that had the most impact on the output sequence. In the case of erroneous output, the rationales are used to alter the input sequence to avoid the error or to tailor a new training dataset to retrain the model to improve its performance.