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Determining the state of dialogue on language models

机译:确定语言模型的对话状态

摘要

Systems, methods, devices, and other techniques for determining a dialogue state corresponding to speech input and biasing a language model based on the determined dialogue state are described herein. In some implementations, a method includes receiving, at a computing system, audio data indicative of speech input and determining a particular dialogue state corresponding to the speech input from among a plurality of dialogue states. . A set of n-grams can be identified that are associated with particular interactive states corresponding to speech input. The language model is biased by adjusting the probability score that the language model indicates for n-grams in the set of n-grams in response to identifying the set of n-grams associated with the particular dialog state corresponding to speech input. It can be hung. The adjusted language model can be used to transcribe speech input.
机译:本文描述了用于确定与语音输入相对应的对话状态并基于所确定的对话状态来偏向语言模型的系统,方法,设备和其他技术。在一些实施方式中,一种方法包括在计算系统处接收指示语音输入的音频数据,并从多个对话状态中确定与该语音输入相对应的特定对话状态。 。可以识别与对应于语音输入的特定交互状态相关联的一组n-gram。通过响应于识别与对应于语音输入的特定对话状态相关联的n-gram组,调整语言模型针对n-gram组中的n-gram指示的概率得分来对语言模型进行偏置。可以挂了。调整后的语言模型可用于转录语音输入。

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