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Thai Wav2Vec2.0 with CommonVoice V8

2022-08-09 14:21:48
Wannaphong Phatthiyaphaibun, Chompakorn Chaksangchaichot, Peerat Limkonchotiwat, Ekapol Chuangsuwanich, Sarana Nutanong

Abstract

Recently, Automatic Speech Recognition (ASR), a system that converts audio into text, has caught a lot of attention in the machine learning community. Thus, a lot of publicly available models were released in HuggingFace. However, most of these ASR models are available in English; only a minority of the models are available in Thai. Additionally, most of the Thai ASR models are closed-sourced, and the performance of existing open-sourced models lacks robustness. To address this problem, we train a new ASR model on a pre-trained XLSR-Wav2Vec model with the Thai CommonVoice corpus V8 and train a trigram language model to boost the performance of our ASR model. We hope that our models will be beneficial to individuals and the ASR community in Thailand.

Abstract (translated)

URL

https://arxiv.org/abs/2208.04799

PDF

https://arxiv.org/pdf/2208.04799.pdf


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