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METHOD AND APPARATUS FOR TRAINING MULTILINGUAL SEMANTIC REPRESENTATION MODEL, DEVICE AND STORAGE MEDIUM

机译:用于训练多语言语义表示模型,设备和存储介质的方法和装置

摘要

The present disclosure discloses a method and apparatus for training a multilingual semantic representation model, an electronic device and a storage medium, and relates to the natural language processing field based on artificial intelligence. An implementation includes: training the multilingual semantic representation model using a plurality of training language materials represented in a plurality of languages respectively, such that the multilingual semantic representation model learns the semantic representation capability of each language; generating a corresponding mixed-language language material for each of the plurality of training language materials, the mixed-language language material including language materials in at least two languages; and training the multilingual semantic representation model using each mixed-language language material and the corresponding training language material, such that the multilingual semantic representation model learns semantic alignment information of different languages. With the technical solution of the present disclosure, the multilingual semantic representation model may learn the semantic alignment information among different languages, and then, semantic interaction among different languages may be realized based on the multilingual semantic representation model, with quite high practicability.
机译:本公开公开了一种用于训练多语言语义表示模型,电子设备和存储介质的方法和装置,并且涉及基于人工智能的自然语言处理场。一种实现包括:使用分别以多种语言表示的多种训练语言材料训练多语言语言表示模型,使得多语言语义表示模型学习每种语言的语义表示能力;为多个培训语言材料中的每一个生成相应的混合语言语言材料,混合语言材料包括至少两种语言的语言材料;并使用每个混合语言语言材料和相应的培训语言材料训练多语言语义表示模型,使得多语言语义表示模型学习不同语言的语义对齐信息。利用本公开的技术方案,多语言语义表示模型可以学习不同语言的语义对准信息,然后,可以基于多语言语义表示模型来实现不同语言之间的语义交互,具有相当高的实用性。

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