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Chinese question speech recognition integrated with domain characteristics

机译:中文问题语音识别与域特征集成

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摘要

Aiming at domain adaptation in speech recognition, we propose a speech recognition method for Chinese question sentence based on domain characteristics. Firstly, by virtue of syllable association characteristics implied in domain term, syllable feature sequences of domain terms are used to construct the domain acoustic model. Secondly, in decoding process of domain-specific Chinese question speech recognition, we utilise domain knowledge relationship to optimise and prune the speech decoding network generated by language model, to improve continuous speech recognition. The experiments on tourist domain corpus show that the proposed method gets the accuracy of 80.50% on Chinese question speech recognition and the accuracy of 91.50% on domain term recognition.
机译:针对语音识别的域适应,我们提出了一种基于域特征的中文问题的语音识别方法。 首先,借助于在域词中暗示的音节关联特征,域术语的音节特征序列用于构造域声学模型。 其次,在域特定的中国问题语音识别的解码过程中,我们利用域知识关系来优化和修剪语言模型生成的语音解码网络,以改善连续语音识别。 旅游领域语料库的实验表明,该方法在中国问题语音识别方面获得了80.50%的准确性,域名纪念的准确性为91.50%。

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