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Techniques for updating an automatic speech recognition system using finite-state transducers

机译:使用有限状态换能器更新自动语音识别系统的技术

摘要

Techniques are described for updating an automatic speech recognition (ASR) system that, prior to the update, is configured to perform ASR using a first finite-state transducer (FST) comprising a first set of paths representing recognizable speech sequences. A second FST may be accessed, comprising a second set of paths representing speech sequences to be recognized by the updated ASR system. By analyzing the second FST together with the first FST, a patch may be extracted and provided to the ASR system as an update, capable of being applied non-destructively to the first FST at the ASR system to cause the ASR system using the first FST with the patch to recognize speech using the second set of paths from the second FST. In some embodiments, the patch may be configured such that destructively applying the patch to the first FST creates a modified FST that is globally minimized.
机译:描述了用于更新自动语音识别(ASR)系统的技术,该技术在更新之前被配置为使用第一有限状态变换器(FST)来执行ASR,该第一有限状态变换器包括代表可识别语音序列的第一组路径。可以访问第二FST,该第二FST包括表示要被更新的ASR系统识别的语音序列的第二组路径。通过与第一FST一起分析第二FST,可以提取补丁并将其作为更新提供给ASR系统,该补丁可以在ASR系统上无损地应用于第一FST,从而使使用第一FST的ASR系统该补丁可以使用来自第二FST的第二组路径来识别语音。在一些实施例中,可以配置补丁,使得以破坏性的方式将补丁应用于第一FST,从而创建全局最小化的修改后的FST。

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