correct readme

README.md

@@ -9,7 +9,7 @@ license: cc-by-nc-4.0
 
 # Wav2Vec2-Large-VoxPopuli
 
-[Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/) large model pretrained on the **fr** subset of [VoxPopuli corpus](https://arxiv.org/abs/2101.00390).
+[Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/) large model pretrained on the fr unlabeled subset of [VoxPopuli corpus](https://arxiv.org/abs/2101.00390).
 
 **Paper**: *[VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation
 Learning, Semi-Supervised Learning and Interpretation](https://arxiv.org/abs/2101.00390)*
@@ -17,3 +17,8 @@ Learning, Semi-Supervised Learning and Interpretation](https://arxiv.org/abs/210
 **Authors**: *Changhan Wang, Morgane Riviere, Ann Lee, Anne Wu, Chaitanya Talnikar, Daniel Haziza, Mary Williamson, Juan Pino, Emmanuel Dupoux* from *Facebook AI*
 
 See the official website for more information, [here](https://github.com/facebookresearch/voxpopuli/)
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+# Fine-Tuning
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+Please refer to [this blog](https://huggingface.co/blog/fine-tune-xlsr-wav2vec2) on how to fine-tune this model on a specific language. Note that you should replace `"facebook/wav2vec2-large-xlsr-53"` with this checkpoint for fine-tuning.
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