4 papers · 1 filter
Omnilingual ASR: Open-Source Multilingual Speech Recognition for 1600+ Languages
Omnilingual ASR team, Gil Keren, Artyom Kozhevnikov +30
Automatic speech recognition (ASR) has advanced in high-resource languages, but most of the world's 7,000+ languages remain unsupported, leaving thousands of long-tail languages be…
Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR
Zheng-Xin Yong, Vineel Pratap, Michael Auli +1
To build an automatic speech recognition (ASR) system that can serve everyone in the world, the ASR needs to be robust to a wide range of accents including unseen accents. We syste…
Improving Multilingual ASR in the Wild Using Simple N-best Re-ranking
Brian Yan, Vineel Pratap, Shinji Watanabe +1
Multilingual Automatic Speech Recognition (ASR) models are typically evaluated in a setting where the ground-truth language of the speech utterance is known, however, this is often…
Scaling A Simple Approach to Zero-Shot Speech Recognition
Jinming Zhao, Vineel Pratap, Michael Auli
Despite rapid progress in increasing the language coverage of automatic speech recognition, the field is still far from covering all languages with a known writing script. Recent w…