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+++ b/README.md
@@ -81,9 +81,9 @@ git clone https://github.com/facebookresearch/fairseq.git
 Make sure to modify the file ```path.sh``` in order to export the necessary environment variables. The file ```path.sh``` is also sourced at the beginning of ```run.sh```.
 
 ### Model File
-**You need to download and store a model file**. In the main script (```run.sh```) you can specify the ```model_path```. This study is based on the large pretrained model XLSR-53 which can be downloaded here ```https://github.com/facebookresearch/fairseq/blob/main/examples/wav2vec```. 
+**You need to download and store a model file**. In the main script (```run.sh```) you can specify the ```model_path```. This study is based on the large pretrained model XLSR-53 which can be downloaded here [wav2vec2](https://github.com/facebookresearch/fairseq/blob/main/examples/wav2vec). 
 
-**Unfortunately loading/initializing the model with version ```fairseq 0.12.2``` lead to errors because of mismatches with respect to dictionary keys. Anyway, we provide a script (```local/create_xlsr_new.py```) which stores a new version of the model preventing those errors** (see also ```https://github.com/facebookresearch/fairseq/issues/3741```).
+**Unfortunately loading/initializing the model with version ```fairseq 0.12.2``` lead to errors because of mismatches with respect to dictionary keys. Anyway, we provide a script (```local/create_xlsr_new.py```) which removes some dictionary keys and stores a new version of the model preventing those errors** (see also [ISSUE](https://github.com/facebookresearch/fairseq/issues/3741)).
 
 ### Stages