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Semantic processing through distributed representation of Chinese words

机译:通过中文单词的分布式表示来进行语义处理

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In this paper, by learning the origin of the word distributed representation, knowing the distributed representation is one of the bridges of natural language processing mapping to mathematical calculations. Through the learning distributed representation model: neural network language model, CBOW model and Skip-gram model, the advantages and disadvantages of each model are clarified. Through the experiment, we can understand the mapping relationship between distributed representation calculation and natural language processing, and also clarify the research direction of the next step, that is, the use of distributed representation to sentence, paragraph, article modeling.
机译:本文通过学习单词分布式表示的起源,了解分布式表示是自然语言处理映射到数学计算的桥梁之一。通过学习分布式表示模型:神经网络语言模型,CBOW模型和Skip-gram模型,明确了每种模型的优缺点。通过实验,我们可以了解分布式表示形式与自然语言处理之间的映射关系,并阐明下一步的研究方向,即在句子,段落,文章建模中使用分布式表示形式。

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