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TEXT INTENT RECOGNITION METHOD AND APPARATUS, AND RELATED DEVICE

机译:文本意图识别方法和装置,以及相关设备

摘要

A text intent recognition method, comprising: acquiring speech information and a text queue, and converting the speech information into text to be recognized (S101); extracting features from the text to be recognized and each piece of text in the text queue, so as to obtain text features of the text to be recognized and text features corresponding to each piece of text (S102); according to the text features of the text to be recognized and the text features of each piece of text, obtaining fused features of the text to be recognized (S103); and performing intent classification on the fused features to obtain an intent corresponding to the text to be recognized (S104). Context matching information of text to be recognized and each piece of text in a text queue is captured from a word level to a sentence level, and in this way, feature fusion is performed on different pieces of text on different granularities, such that historical semantic information can be fully used to fuse context information, and a feature at the word level and a feature at the sentence level are combined to obtain a feature that further has a discrimination capability, thereby improving the precision of text intent recognition.
机译:一种文本意向识别方法,包括:获取语音信息和文本队列,并将语音信息转换为要识别的文本(S101);从文本中提取要识别的特征和文本队列中的每条文本,以便获取要识别的文本的文本特征和与每条文本相对应的文本特征(S102);根据要识别的文本的文本特征以及每条文本的文本特征,获取要识别的文本的融合功能(S103);对融合功能执行意图分类以获得与要识别的文本对应的意图(S104)。上下文匹配要识别的文本的信息以及文本队列中的每条文本都被从一个字级捕获到句子级别,以此方式,在不同粒度的不同文本上执行特征融合,使得历史语义信息可以完全用于熔断上下文信息,并且组合在句子级别处的特征和句子级别的特征来获得进一步具有判别能力的特征,从而提高了文本意图识别的精度。

著录项

  • 公开/公告号WO2021204017A1

    专利类型

  • 公开/公告日2021-10-14

    原文格式PDF

  • 申请/专利权人 PING AN TECHNOLOGY (SHENZHEN) CO. LTD.;

    申请/专利号WO2021CN83876

  • 发明设计人 LI JIE;WANG JIANZONG;

    申请日2021-03-30

  • 分类号G06F40/279;G10L15/26;

  • 国家 CN

  • 入库时间 2022-08-24 21:43:37

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