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Context-aware attention-based neural network for interactive question answering

机译:背景感知关注的关注主题用于交互式问题

摘要

A context-aware attention-based neural network is provided for answering an input question given a set of purportedly supporting statements for the input question. The neural network includes a processing element. The processing element is configured to calculate a question representation for the input question, based on word annotations and word-level attentions calculated for the input question. The processing element is further configured to calculate a sentence representation for each of the purportedly supporting statements, based on word annotations and word-level attentions calculated for each of the purportedly supporting statements. The processing element is also configured to calculate a context representation for the set of purportedly supporting statements with respect to the sentence representation for each of the purportedly supporting statements. The processing element is additionally configured to generate an answer to the input question based on the question representation and the context representation.
机译:上下文感知的关注,基于神经网络提供了回答给定一组的输入问题,据称支持语句的输入问题。该神经网络包括处理元件。处理元件被配置为计算用于所述输入的问题的一个问题表示,基于针对输入问题计算字注释和字级关注。所述处理元件进一步配置成计算一个句子表示为每个据称支撑语句,基于对每个所述支撑据称语句计算字注释和字级关注。所述处理元件还被配置为计算对于该组据称支撑语句的上下文表示相对于每个支撑据称语句的句子表示。所述处理元件还被配置为生成应答基于所述问题表示和上下文表示输入问题。

著录项

  • 公开/公告号US11087199B2

    专利类型

  • 公开/公告日2021-08-10

    原文格式PDF

  • 申请/专利权人 NEC LABORATORIES AMERICA INC.;

    申请/专利号US201715789614

  • 发明设计人 RENQIANG MIN;ASIM KADAV;HUAYU LI;

    申请日2017-10-20

  • 分类号G06N3/04;G06N5/04;G06N3;

  • 国家 US

  • 入库时间 2022-08-24 20:28:58

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