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@@ -35,7 +35,7 @@ Pretrained wav2vec2 models are distributed under the apache-2.0 licence. Hence,
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  ## Fine-tune with Fairseq for ASR with CTC
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- As our wav2vec2 models were trained with Fairseq, then can be used in the different tools that they provide to fine-tune the model for ASR with CTC. The full procedure has been nicely sumarized in [this blogpost](https://huggingface.co/blog/fine-tune-wav2vec2-english).
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  Please note that due to the nature of CTC, speech-to-text results aren't expected to be state-of-the-art. Moreover, future features might appear depending on the involvement of Fairseq and HuggingFace on this part.
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  ## Fine-tune with Fairseq for ASR with CTC
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+ As our wav2vec2 models were trained with Fairseq, then can be used in the different tools that they provide to fine-tune the model for ASR with CTC. The full procedure has been nicely summarized in [this blogpost](https://huggingface.co/blog/fine-tune-wav2vec2-english).
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  Please note that due to the nature of CTC, speech-to-text results aren't expected to be state-of-the-art. Moreover, future features might appear depending on the involvement of Fairseq and HuggingFace on this part.
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