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[XEUS - A Cross-lingual Encoder for Universal Speech]()
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XEUS is a large-scale multilingual speech encoder by Carnegie Mellon University's WAVLab that covers over **4000** languages. It is pre-trained on over 1 million hours of publicly available speech datasets. It can be requires fine-tuning to be used in downstream tasks such as Speech Recognition or Translation. XEUS uses the [E-Branchformer]() architecture and is trained using [HuBERT]()-style masked prediction of discrete speech tokens. During training, the input speech is also augmented with acoustic noise and reverberation, making XEUS more robust.
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XEUS tops the [ML-SUPERB]() multilingual speech recognition benchmark, outperforming [MMS](), [w2v-BERT 2.0](), and [XLS-R](). XEUS also sets a new state-of-the-art on 4 tasks in the monolingual [SUPERB]() benchmark.
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/630438615c70c21d0eae6613/RCAWBxSuDLXJ5zdj-OBdn.png)
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