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MULTI-LINGUAL SEMANTIC PARSER BASED ON TRANSFERRED LEARNING

机译:基于转移学习的多语言语义解析器

摘要

The disclosure relates to transferred learning from a first language (e.g., a source language for which a semantic parser has been defined) to a second language (e.g., a target language for which a semantic parser has not been defined). A system may use knowledge from a trained model in one language to model another language. For example, the system may transfer knowledge of a semantic parser from a first (e.g., source) language to a second (e.g., target) language. Such transfer of knowledge may occur and be useful when the first language has sufficient training data but the second language has insufficient training data. The foregoing transfer of knowledge may extend the semantic parser for multiple languages (e.g., the first language and the second language).
机译:本公开涉及从第一语言(例如,已经为其定义了语义解析器的源语言)到第二语言(例如,尚未为其定义语义解析器的目标语言)的转移学习。系统可以使用来自一种语言的训练模型的知识来对另一种语言进行建模。例如,系统可以将语义解析器的知识从第一(例如,源)语言转移到第二(例如,目标)语言。当第一语言具有足够的训练数据而第二语言具有不足的训练数据时,这种知识转移可能会发生并且很有用。前述的知识转移可以将语义解析器扩展为多种语言(例如,第一语言和第二语言)。

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