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Interaction of Knowledge Sources in Spoken Word Identification

机译:语音识别中知识源的交互作用

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摘要

A gating technique was used in two studies of spoken word identification that investigated the relationship between the available acoustic–phonetic information in the speech signal and the context provided by meaningful and semantically anomalous sentences. The duration of intact spoken segments of target words and the location of these segments at the beginnings or endings of words in sentences were varied. The amount of signal duration required for word identification and the distribution of incorrect word responses were examined. Subjects were able to identify words in spoken sentences with only word-initial or only word-final acoustic–phonetic information. In meaningful sentences, less word-initial information was required to identify words than word-final information. Error analyses indicated that both acoustic–phonetic information and syntactic contextual knowledge interacted to generate the set of hypothesized word candidates used in identification. The results provide evidence that word identification is qualitatively different in meaningful sentences than in anomalous sentences or when words are presented in isolation: That is, word identification in sentences is an interactive process that makes use of several knowledge sources. In the presence of normal sentence context, the acoustic–phonetic information in the beginnings of words is particularly effective in facilitating rapid identification of words.
机译:门控技术被用于两项语音识别研究中,该研究调查了语音信号中可用的语音信息与有意义的语义异常句子所提供的上下文之间的关系。目标单词完整的语音片段的持续时间以及这些片段在句子中单词开头或结尾处的位置都不同。检查了单词识别所需的信号持续时间和不正确的单词响应的分布。受试者能够仅使用初始单词或仅最终单词的语音信息识别口头句子中的单词。在有意义的句子中,识别单词所需的单词初始信息少于单词最终信息。错误分析表明,语音信息和句法语境知识都相互作用以生成用于识别的假设单词候选集。结果提供了证据,表明有意义的句子中的单词识别与异常句子中或单独显示单词时在质量上存在差异:也就是说,句子中的单词识别是一个利用多个知识源的交互式过程。在正常句子上下文的情况下,单词开头的语音信息对于促进单词的快速识别特别有效。

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  • 期刊名称 other
  • 作者

    Aita Salasoo; David B. Pisoni;

  • 作者单位
  • 年(卷),期 -1(24),2
  • 年度 -1
  • 页码 210–231
  • 总页数 28
  • 原文格式 PDF
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