公开(公告)号：US20170228414A1

公开(公告)日：2017-08-10

申请号：US15424671

申请日：2017-02-03

Applicant: Google Inc.

Inventor： Noam M. Shazeer ,  Colin Hearne Evans ,  Christopher Robert Waterson ,  Ryan P. Doherty

IPC: G06F17/30 ,  G06F17/16 ,  G06N5/04

Abstract: Methods, and systems, including computer programs encoded on computer storage media for generating compressed representations from a co-occurrence matrix. A method includes obtaining a set of sub matrices of a co-occurrence matrix, where each row of the co-occurrence matrix corresponds to a feature from a first feature vocabulary and each column of the co-occurrence matrix corresponds to a feature from a second feature vocabulary; selecting a sub matrix, wherein the sub matrix is associated with a particular row block and column block of the co-occurrence matrix; assigning respective d-dimensional initial row and column embedding vectors to each row and column from the particular row and column blocks, respectively; and determining a final row embedding vector and a final column embedding vector by iteratively adjusting the initial row embedding vectors and the initial column embedding vectors using the co-occurrence matrix.

公开(公告)号：US20160292149A1

公开(公告)日：2016-10-06

申请号：US14450233

申请日：2014-08-02

Applicant: Google Inc.

Inventor： Nicolaus Todd Mote ,  Ryan Patrick Doherty ,  Colin Hearne Evans

IPC: G06F17/27

CPC classification number: G06F17/2785 ,  G06F16/3344 ,  G06F17/2735

Abstract: Methods and apparatus related to word sense disambiguation utilizing hypernyms. In some implementations, one or more senses of a word are determined based on hypernyms for the word and an association of the word to the one or more senses is stored. In some implementations, a target word in a textual segment is identified and a word sense to assign to the target word is determined based on hypernyms that are associated with the target word.

Abstract translation: 与词义消歧相关的方法和设备利用高词。 在一些实施方式中，基于该单词的多义词确定单词的一个或多个感觉，并存储该单词与一个或多个感官的关联。 在一些实施方式中，识别文本段中的目标字，并且基于与目标字相关联的超级词确定要分配给目标词的词义。