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Beyond Phones: Structured Phonemic Modeling for Vietnamese Automatic Speech Recognition

Phone-based representations provide a compact and acoustically grounded alternative to conventional orthographic modeling for automatic speech recognition (ASR). However, phones describe surface pronunciations and may lose lexical distinctions under dialect-dependent sound mergers, making their conversion back to orthographic text inherently ambiguous. This issue is particularly relevant to Vietnamese, where pronunciation varies considerably across regional dialects. This work proposes a structured phonemic approach to Vietnamese ASR that moves the output representation from surface phones to abstract phonemes. Exploiting the regular phoneme-grapheme correspondence of Vietnamese, each syl...

AuthorsNghia Hieu Nguyen, Quan Ngoc Hoang, Long Hoang Huu Nguyen et al.
Primary categorycs.CL
Published27 May 2026
Last updated at source5 October 2026
cs.CL
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