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Generating query results based on domain-specific dynamic word embeddings

机译:基于域特定的动态字嵌入式生成查询结果

摘要

The present disclosure relates to systems, methods, and non-transitory computer readable media for generating query results based on domain-specific dynamic word embeddings. For example, the disclosed systems can generate dynamic vector representations of words that include domain-specific embedded information. In addition, the disclosed systems can compare the dynamic vector representations with vector representations of query terms received as part of a search query. The disclosed systems can further identify one or more digital content items to provide as part of a query result that include words corresponding to the query terms based on the comparison of the vector representations. In some embodiments, the disclosed systems can also train a word embedding model to generate accurate vector representations of unique words.
机译:本公开涉及用于基于域特定动态字嵌入的基于域特定的动态词嵌入产生查询结果的系统,方法和非暂时性计算机可读介质。例如,所公开的系统可以生成包括特定于域的嵌入信息的单词的动态向量表示。另外,所公开的系统可以将具有作为搜索查询的一部分接收的查询术语的矢量表示的动态矢量表示。所公开的系统还可以识别一个或多个数字内容项,以作为查询结果的一部分,其包括基于矢量表示的比较对应于查询术语的单词。在一些实施例中,所公开的系统还可以训练单词嵌入模型以生成独特单词的准确向量表示。

著录项

  • 公开/公告号US11016997B1

    专利类型

  • 公开/公告日2021-05-25

    原文格式PDF

  • 申请/专利权人 ADOBE INC.;

    申请/专利号US201916721124

  • 申请日2019-12-19

  • 分类号G06F16/28;G06F16/2457;G06F16/248;

  • 国家 US

  • 入库时间 2022-08-24 18:53:03

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