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:
Jan. 23, 2018
Filed:
Feb. 19, 2015
Applicant:
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Inventors:
Young-Bum Kim, Fairview, WA (US);
Minwoo Jeong, Sammamish, WA (US);
Ruhi Sarikaya, Redmond, WA (US);
Assignee:
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/06 (2013.01); G06F 17/27 (2006.01); G06F 17/30 (2006.01); G06N 99/00 (2010.01); G10L 15/18 (2013.01); G06N 7/00 (2006.01);
U.S. Cl.
CPC ...
G10L 15/063 (2013.01); G06F 17/2775 (2013.01); G06F 17/30705 (2013.01); G06N 7/005 (2013.01); G06N 99/005 (2013.01); G10L 15/18 (2013.01); G10L 2015/0631 (2013.01);
Abstract
Systems and methods for pre-training a sequence tagger with unlabeled data, such as a hidden layered conditional random field model are provided. Additionally, systems and methods for transfer learning are provided. Accordingly, the systems and methods build more accurate, more reliable, and/or more efficient sequence taggers than previously utilized sequence taggers that are not pre-trained with unlabeled data and/or that are not capable of transfer learning/training.