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POLYSEMANT MEANING LEARNING AND SEARCH RESULT DISPLAY

机译:多义度学习和搜索结果显示

摘要

The present invention relates to the technical field of computers, and provides polysemant meaning learning and search result display. The polysemant meaning learning comprises: extracting a plurality of first target words and at least one adjacent word combination of each first target word from a text set to be learned; respectively encoding each first target word and each adjacent word combination according to a word bank of the text set to be learned; training a capsule network model by using the encoding of each first target word as an input vector and the encoding of each adjacent word combination corresponding to each first target word as an output vector; when recognition is performed on a second target word to be recognized, inputting the second target word in the capsule network model, and determining a plurality of obtained intermediate vectors as feature vectors of the second target word; and clustering the feature vectors with a cosine similarity greater than a similarity threshold to generate a representative word of each category, and determining one or more meanings of each second target word according to one or more categories of representative words to which the feature vectors of the second target word belong.
机译:本发明涉及计算机技术领域,提供多义词含义学习和搜索结果显示。多义含义学习包括:从要学习的文本集中提取多个第一目标单词和每个第一目标单词的至少一个相邻单词组合;根据要学习的文本集的词库分别对每个第一目标词和每个相邻词组合进行编码;通过将每个第一目标词的编码作为输入向量,将与每个第一目标词相对应的每个相邻词组合的编码作为输出向量,训练胶囊网络模型。当对待识别的第二目标词进行识别时,将第二目标词输入到胶囊网络模型中,确定多个获取的中间向量作为第二目标词的特征向量;将具有余弦相似度大于相似度阈值的特征向量聚类,以生成每个类别的代表词,并根据代表词的一个或多个类别确定每个第二目标词的一个或多个含义第二个目标词属于。

著录项

  • 公开/公告号WO2020024951A1

    专利类型

  • 公开/公告日2020-02-06

    原文格式PDF

  • 申请/专利权人 BEIJING SANKUAI ONLINE TECHNOLOGY CO. LTD;

    申请/专利号WO2019CN98463

  • 发明设计人 CHEN HONGSHENG;

    申请日2019-07-30

  • 分类号G06F17/27;

  • 国家 WO

  • 入库时间 2022-08-21 11:13:37

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