评估规范化非正式文本对TTS输出的影响

Deana Pennell, Yang Liu
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引用次数: 1

摘要

非正式文本中的缩写,以及将其扩展为标准英语单词的研究工作,已经变得越来越普遍。这些方法几乎只使用归一化后的最终单词错误率(WER)进行评估;然而,对于文本到语音(TTS)系统,这个度量可能不合理,因为在TTS系统中,单词可能会被正确发音,尽管拼写错误。本文表明,非正式文本的规范化不仅在WER方面提高了TTS输出,而且在音素错误率(PER)和人类感知实验方面也提高了TTS输出。
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Evaluating the effect of normalizing informal text on TTS output
Abbreviations in informal text, and research efforts to expand them to the standard English words from which they were derived, have become increasingly common. These methods are almost solely evaluated using the final word error rate (WER) after normalization; however, this metric may not be reasonable for a text-to-speech (TTS) system where words may be pronounced correctly despite being misspelled. This paper shows that normalization of informal text improves the output of TTS not only in terms of WER but also in terms of phoneme error rate (PER) and human perceptual experiments.
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