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VOICE CONVERSATION METHOD AND SYSTEM WITH ENHANCED WORD FEATURES

机译:具有增强词特征的语音对话方法和系统

摘要

Provided is a voice conversation method using a bi-directional LSTM (Bi-LSTM) memory network. The voice conversation method includes steps of: performing bi-directional LSTM processing on history sentences to generate first sentence embedding and second sentence embedding; performing bi-directional LSTM processing on a question sentence to generate question sentence embedding; inputting the first sentence embedding and the question sentence embedding to an input memory of a memory network and inputting the second sentence embedding into an output memory of the memory network; generating a weight matrix representing relevance between the first sentence embedding of the input memory and the question sentence embedding, performing weighted sum of the weight matrix and the second sentence embedding of the output memory to generate output information, adding the output information and the question sentence embedding to obtain prediction information, and outputting the prediction information; and selecting an answer sentence by using the prediction information.
机译:提供了一种使用双向LSTM(Bi-LSTM)存储网络的语音对话方法。该语音会话方法包括以下步骤:对历史句子进行双向LSTM处理,以生成第一句子嵌入和第二句子嵌入;以及对疑问句进行双向LSTM处理,生成疑问句嵌入;将第一句子嵌入和疑问句嵌入输入到存储网络的输入存储器中,并且将第二句子嵌入输入到存储网络的输出存储器中;生成表示输入存储器的第一句嵌入与疑问句嵌入之间的相关性的权重矩阵,对权重矩阵与输出存储器的第二句嵌入进行加权和,以生成输出信息,将输出信息与疑问句相加嵌入以获得预测信息,并输出预测信息;通过使用所述预测信息选择答案句。

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