Algorithms for accentuation and phonemic transcription of Russian texts in speech recognition systems

O. S. Yakovenko, I. Yu Bondarenko, M. N. Borovikova, D. I. Vodolazsky

Результат исследования: Научные публикации в периодических изданияхстатья по материалам конференции

Аннотация

This paper presents an overview of rule-based system for automatic accentuation and phonemic transcription of Russian texts for speech connected tasks, such as Automatic Speech Recognition (ASR). Two parts of the developed system, accentuation and transcription, use different approaches to achieve correct phonemic representations of input phrases. Accentuation is based on “Grammatical dictionary of the Russian language” of A.A. Zaliznyak and wiktionary corpus. To distinguish homographs, the accentuation system also utilises morphological information of the sentences based on Recurrent Neural Networks (RNN). Transcription algorithms apply the rules presented in the monograph of B.M. Lobanov and L.I. Tsirulnik “Computer Synthesis and Voice Cloning”. The rules described in the present paper are implemented in an open-source module, which can be of use to any scientific study connected to ASR or Speech To Text (STT) tasks. Resulting system has shown 98.3% phone accuracy on a test set of 63 sentences (and 200 phonetic syntagms) which were marked up manually by linguists. The developed toolkit is written in the Python language and is accessible on Github for any researcher interested.

Язык оригиналаанглийский
Страницы (с-по)762-774
Число страниц13
ЖурналKomp'juternaja Lingvistika i Intellektual'nye Tehnologii
Том2018-May
Номер выпуска17
СостояниеОпубликовано - 1 янв 2018
Событие2018 International Conference on Computational Linguistics and Intellectual Technologies, Dialogue 2018 - Moscow, Российская Федерация
Продолжительность: 30 мая 20182 июн 2018

Fingerprint Подробные сведения о темах исследования «Algorithms for accentuation and phonemic transcription of Russian texts in speech recognition systems». Вместе они формируют уникальный семантический отпечаток (fingerprint).

  • Цитировать

    Yakovenko, O. S., Bondarenko, I. Y., Borovikova, M. N., & Vodolazsky, D. I. (2018). Algorithms for accentuation and phonemic transcription of Russian texts in speech recognition systems. Komp'juternaja Lingvistika i Intellektual'nye Tehnologii, 2018-May(17), 762-774.