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Automatic speech recognition incorporating word usage information

机译:结合单词用法信息的自动语音识别

摘要

A language model for automatic speech processing, such as a finite state transducer (FST) may be configured to incorporate information about how a particular word sequence (N-gram) may be used in a similar manner from another N-gram. A score of a component of the FST (such as an arc or state) relating to the first N-gram may be based on information of the second N-gram. Further, the FST may be configured to have an arc between a state of the first N-gram and a state of the second N-gram to allow for cross N-gram back off, rather than backoff from a larger N-gram to a smaller N-gram during traversal of the FST during speech processing.
机译:用于自动语音处理的语言模型(例如有限状态换能器(FST))可以配置为合并有关如何以类似方式使用另一个N-gram的特定单词序列(N-gram)的信息。与第一N元语法有关的FST的成分(例如弧或状态)的分数可以基于第二N元语法的信息。此外,FST可以被配置为在第一N-gram的状态和第二N-gram的状态之间具有弧,以允许交叉N-gram回退,而不是从较大的N-gram回退到在语音处理过程中遍历FST时,较小的N-gram。

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