Update README.md

README.md

@@ -14,16 +14,20 @@ license: apache-2.0
 
 # Wav2Vec2-XLS-R-300M-21-EN
 
-Facebook's Wav2Vec2 XLS-R fine-tuned for Speech Translation.
+Facebook's Wav2Vec2 XLS-R fine-tuned for **Speech Translation.**
 
 ![model image](https://raw.githubusercontent.com/patrickvonplaten/scientific_images/master/xls_r.png)
 
 This is a [SpeechEncoderDecoderModel](https://huggingface.co/transformers/model_doc/speechencoderdecoder.html) model. 
-The encoder was warm-started from the [`facebook/wav2vec2-xls-r-300m`](https://huggingface.co/facebook/wav2vec2-xls-r-300m) checkpoint and
-the decoder was warm-started from the [`facebook/mbart-large-50`](https://huggingface.co/facebook/mbart-large-50) checkpoint.
-Consequently, the encoder-decoder model was fine-tuned on 21 {lang}-to-English translation pairs of the [Covost2 dataset](https://huggingface.co/datasets/covost2).
+The encoder was warm-started from the [**`facebook/wav2vec2-xls-r-300m`**](https://huggingface.co/facebook/wav2vec2-xls-r-300m) checkpoint and
+the decoder from the [**`facebook/mbart-large-50`**](https://huggingface.co/facebook/mbart-large-50) checkpoint.
+Consequently, the encoder-decoder model was fine-tuned on 21 `{lang}`-to-English translation pairs of the [Covost2 dataset](https://huggingface.co/datasets/covost2).
 
-For more information, please refer to Section *5.1.2* of the [official XLS-R paper]( ).
+The model can translate from the following spoken languages (`{lang}`) to English:
+
+
+
+For more information, please refer to Section *5.1.2* of the [official XLS-R paper](https://arxiv.org/abs/2111.09296).
 
 ## Usage