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arXiv 2004.00139cs.CL
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瑞士德语词典:言语和写作的变化

A Swiss German Dictionary: Variation in Speech and Writing

University of Zurich(苏黎世大学);University of Fribourg(弗里堡大学);Swisscom AG(瑞士电信公司)

Larissa Schmidt, Lucy Linder, Sandra Djambazovska, Alexandros Lazaridis, Tanja Samardžić, Claudiu Musat

摘要:

我们介绍了一个字典,其中包含各种瑞士德语方言的常见单词的形式规范化为高地德语。由于瑞士德语目前是一种主要的口头语言,即使在同一方言的使用者之间,书面形式也有很大的差异。为了减轻与这种多样性相关的不确定性,我们补充了瑞士德语-高地德语单词与瑞士德语音标(SAMPA)。这本词典因此成为第一个将大规模自发翻译与语音翻译相结合的资源。此外,我们控制区域分布,并确保主要瑞士方言的平等代表性。瑞士德语的语音和书面形式的结合是强大的。我们表明,他们是足够的训练一个变压器为基础的音素字形模型,产生可信的小说瑞士德语作品。此外,我们表明,逆映射-从字素到音素-可以建模与Transformer训练与新的字典。这种生成以前未知单词的发音是训练可扩展自动语音识别(ASR)系统的关键,ASR系统是本词典的主要受益者。

英文摘要:

We introduce a dictionary containing forms of common words in various Swiss German dialects normalized into High German. As Swiss German is, for now, a predominantly spoken language, there is a significant variation in the written forms, even between speakers of the same dialect. To alleviate the uncertainty associated with this diversity, we complement the pairs of Swiss German - High German words with the Swiss German phonetic transcriptions (SAMPA). This dictionary becomes thus the first resource to combine large-scale spontaneous translation with phonetic transcriptions. Moreover, we control for the regional distribution and insure the equal representation of the major Swiss dialects. The coupling of the phonetic and written Swiss German forms is powerful. We show that they are sufficient to train a Transformer-based phoneme to grapheme model that generates credible novel Swiss German writings. In addition, we show that the inverse mapping - from graphemes to phonemes - can be modeled with a transformer trained with the novel dictionary. This generation of pronunciations for previously unknown words is key in training extensible automated speech recognition (ASR) systems, which are key beneficiaries of this dictionary.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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