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:
Jul. 07, 2020

Filed:

Apr. 09, 2018
Applicant:

Petuum Inc., Pittsburgh, PA (US);

Inventors:

Pengtao Xie, Pittsburgh, PA (US);

Eric Xing, Pittsburgh, PA (US);

Assignee:

Petuum Inc., Pittsburgh, PA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/30 (2020.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06F 16/332 (2019.01); G06N 5/04 (2006.01); G06N 5/02 (2006.01); G06F 40/205 (2020.01); G06F 40/216 (2020.01);
U.S. Cl.
CPC ...
G06F 40/30 (2020.01); G06F 16/3329 (2019.01); G06F 40/205 (2020.01); G06F 40/216 (2020.01); G06N 3/04 (2013.01); G06N 3/0445 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01); G06N 5/022 (2013.01); G06N 5/04 (2013.01);
Abstract

A constituent-centric neural architecture for reading comprehension is disclosed. One embodiment provides a method that performs reading comprehension comprising encoding individual constituents from a text passage using a chain of trees long short-term encoding, encodes question related to the text passage using a tree long short-term memory encoding, generates a question-aware representation for each constituent in the passage using a tree-guided attention mechanism, generates a plurality of candidate answers from the question-aware representation using hierarchical relations among constituents, and predicts an answer to the question in relation to the text passage using a feed-forward network. Other embodiments are disclosed herein.


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