Update README.md

README.md

@@ -17,7 +17,7 @@ metrics:
 # CRDNN with CTC/Attention trained on CommonVoice French (No LM)
 
 This repository provides all the necessary tools to perform automatic speech
-recognition from an end-to-end system pretrained on CommonVoice (FR) within
+recognition from an end-to-end system pretrained on CommonVoice (French Language) within
 SpeechBrain. For a better experience, we encourage you to learn more about
 [SpeechBrain](https://speechbrain.github.io). The given ASR model performance are:
 
@@ -53,12 +53,12 @@ pip install speechbrain
 Please notice that we encourage you to read our tutorials and learn more about
 [SpeechBrain](https://speechbrain.github.io).
 
-### Transcribing your own audio files
+### Transcribing your own audio files (in French)
 
 ```python
 from speechbrain.pretrained import EncoderDecoderASR
 
-asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-crdnn-commonvoice-fr")
+asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-crdnn-commonvoice-fr", savedir="pretrained_models/asr-crdnn-commonvoice-fr")
 asr_model.transcribe_file("path_to_your_file.wav")
 
 ```