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Generation of sentence representation

專利號(hào)
US11176333B2
公開(kāi)日期
2021-11-16
申請(qǐng)人
International Business Machines Corporation(US NY Armonk)
發(fā)明人
Bang An; HongLei Guo; Shiwan Zhao; Zhong Su
IPC分類
G06F40/56; G06F40/30; G06F40/289; G06F40/58
技術(shù)領(lǐng)域
sentence,graph,word,nodes,node,syntactic,in,neighbor,may,cloud
地域: NY NY Armonk

摘要

Embodiments of the present disclosure relate to generation of sentence representation. In an embodiment, a method is disclosed. According to the method, a sentence graph is generated from a sentence containing words, the sentence graph comprising nodes representing the words and edges connecting the nodes to indicate relationships between the words. Word representations for the plurality of words are determined based on the sentence graph by applying a graph convolution operation on respective sets of neighbor nodes for respective ones of the nodes, a set of neighbor nodes for a node having edges connected with the node. A sentence representation for the sentence is determined based on the word representations for use in a natural language processing task related to the sentence. In other embodiments, a system and a computer program product are disclosed.

說(shuō)明書(shū)

An older and younger man Two men are smiling and Neutral smiling. laughing at the cats playing on the floor. A soccer game with multiple Some men are playing a Entailment males playing. sport.

FIG. 8 illustrates a block diagram of an example structure of the decoder 420 configured to perform an NLI task according to some embodiments of the present invention. The decoder 420 is configured to receive the sentence representation 412 of the sentence 402 and a further sentence representation 812 of a further sentence and perform an NLI task based on the sentence representations 412 and 812.

In the example of FIG. 8, the sentence representation 412 is re-denoted as p and the sentence representation 812 is denoted as h. The sentence representation 812 may be determined according to the example embodiments described above for determining the sentence representation 412, or may be determined in a different manner from the sentence representation 412. The scope of the embodiments of the present invention is not limited in this regard.

As shown, the decoder 420 include a matching module 810 configured to matching the sentence representation 412 and the sentence representation 812. In some embodiments, the matching may be implemented as follows:
m=[p;h;|p?h|;p⊙h]??Equation (9)

權(quán)利要求

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