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Learning to Pronounce Chinese Without a Pronunciation Dictionary

2020-10-09 18:03:49
Christopher Chu, Scot Fang, Kevin Knight
arXiv_CL
     
Abstract

We demonstrate a program that learns to pronounce Chinese text in Mandarin, without a pronunciation dictionary. From non-parallel streams of Chinese characters and Chinese pinyin syllables, it establishes a many-to-many mapping between characters and pronunciations. Using unsupervised methods, the program effectively deciphers writing into speech. Its token-level character-to-syllable accuracy is 89%, which significantly exceeds the 22% accuracy of prior work.

Abstract (translated)

URL

https://arxiv.org/abs/2010.04744

PDF

https://arxiv.org/pdf/2010.04744.pdf

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