ICASSP 2022accepted0 citations

Part-of-Speech Models Compression Methods for on-Device Grapheme-to-Phoneme Conversion

Marek Kubis, Maxime Méloux, Pawel Skórzewski, Marcin Lewandowski, Gunu Jho, Hyoungmin Park

Abstract

The paper investigates methods of compressing part-of-speech models that are developed for an on-device grapheme-to-phoneme conversion module. The performance of part-of-speech models is analyzed under different compression regimes. The evaluation is done with respect to French, German and Italian datasets that consist of TTS input prompts. The study shows that a proper selection of a compression method reduces the model size significantly without deteriorating the grapheme-to-phoneme conversion performance.

BibTeX
@inproceedings{icassp2022_partofspeechmode,
  title = {Part-of-Speech Models Compression Methods for on-Device Grapheme-to-Phoneme Conversion},
  author = {Marek Kubis and Maxime Méloux and Pawel Skórzewski and Marcin Lewandowski and Gunu Jho and Hyoungmin Park},
  booktitle = {ICASSP 2022},
  year = {2022}
}