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SYSTEM AND METHOD FOR BI-DIRECTIONAL TRANSLATION USING SUM-PRODUCT NETWORKS
SYSTEM AND METHOD FOR BI-DIRECTIONAL TRANSLATION USING SUM-PRODUCT NETWORKS
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机译:使用SUM-MATER NETWERS进行双向转换的系统和方法
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摘要
A method and machine translation system for bi-directional translation of textual sequences between a first language and a second language are described. The machine translation system includes a first autoencoder configured to receive a vector representation of a first textual sequence in the first language and encode the vector representation of the first textual sequence into a first sentence embedding. The machine translation system also includes a sum-product network (SPN) configured to receive the first sentence embedding and generate a second sentence embedding by maximizing a first conditional probability of the second sentence embedding given the first sentence embedding and a second autoencoder receiving the second sentence embedding, the second autoencoder being trained to decode the second sentence embedding into a vector representation of a second textual sequence in the second language.
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