微調 MMS Adapter 模型:為低資源語言打造專屬語音辨識 (ASR)
Original: Fine-Tune MMS Adapter Models for low-resource ASR
Meta's MMS (Massively Multilingual Speech) project, released in 2023, extends speech technology to over 1,000 languages, covering automatic…
Meta 的 MMS(大規模多語言語音)模型支援超千種語言。Hugging Face 官方部落格詳細教學如何透過「轉接器(Adapter)」技術,在凍結基礎模型的前提下僅微調極少參數。這項技術非常適合預算有限、缺乏運算資源或資料量極少的「低資源語言」語音辨識(ASR)任務,能大幅降低訓練成本並避免過擬合。
Meta's MMS (Massively Multilingual Speech) project, released in 2023, extends speech technology to over 1,000 languages, covering automatic speech recognition (ASR), text-to-speech (TTS), and language identification (LID). To efficiently support such a vast number of languages within a single architecture, MMS employs "Adapter" technology.
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