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Towards Large Vocabulary Automatic Speech Recognition for Latvian

机译:走出拉脱维亚的大词汇自动语音识别

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In this paper, the authors present the results of ongoing research on Large Vocabulary Automatic Speech Recognition for the Latvian language. The paper describes the initial acoustic model, phoneme set, filler and noise models, and grapheme-to-phoneme modelling. The second part of this work is focused on language modelling. Different word and class-based n-gram models are evaluated in terms of perplexity and word error rate in a speech recognition task. The authors also train a recurrent neural network language model and use it for n-best rescoring.
机译:本文介绍了拉脱维亚语言大型词汇自动语音识别持续研究的结果。本文介绍了初始声学模型,音素集,填充和噪声模型,以及Grapheme-to-PhoMe模型。这项工作的第二部分专注于语言建模。在语音识别任务中的困惑和字错误率方面评估基于不同的单词和基于类的N-GRAM模型。作者还培训了经常性的神经网络语言模型,并将其用于N-Best Crecoring。

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