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The taste of IPA: Towards open-vocabulary keyword spotting and forced alignment in any language
April 3, 2024, 4:47 a.m. | Jian Zhu, Changbing Yang, Farhan Samir, Jahurul Islam
cs.CL updates on arXiv.org arxiv.org
Abstract: In this project, we demonstrate that phoneme-based models for speech processing can achieve strong crosslinguistic generalizability to unseen languages. We curated the IPAPACK, a massively multilingual speech corpora with phonemic transcriptions, encompassing more than 115 languages from diverse language families, selectively checked by linguists. Based on the IPAPACK, we propose CLAP-IPA, a multi-lingual phoneme-speech contrastive embedding model capable of open-vocabulary matching between arbitrary speech signals and phonemic sequences. The proposed model was tested on 95 …
abstract alignment arxiv cs.cl cs.sd diverse eess.as families language languages massively multilingual multilingual processing project speech speech processing type
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