MMS (Massively Multilingual Speech)
mms-massively-multilingual-speech--eed8b755·2 events·first seen 28d agoAliases: MMS (Massively Multilingual Speech), Massively Multilingual Speech (MMS)
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Fine-Tune MMS Adapter Models for Low-Resource ASR
This Hugging Face blog post provides a technical guide for fine-tuning Meta's Massively Multilingual Speech (MMS) adapter models for automatic speech recognition in low-resource languages. It covers the adapter-based fine-tuning approach that allows efficient adaptation of the MMS model to specific languages without full model retraining. The post targets practitioners working on speech recognition for underrepresented languages.
Multilingual word-level forced alignment using MMS and learned dynamic programming outperforms MFA
Researchers present a forced alignment system combining Meta's Massively Multilingual Speech (MMS) model with a self-supervised phoneme boundary detector (UnSupSeg) and a learned dynamic programming decoder. Trained on TIMIT and Buckeye, the system outperforms Montreal Forced Aligner and MMS-based alignment on both datasets and generalizes to unseen languages (Dutch, German, Hebrew) without additional training. The approach claims potential to scale to 1100+ languages supported by MMS, making it relevant for low-resource speech processing pipelines.