Update README.md

README.md

@@ -20,7 +20,7 @@ metrics:
 <iframe src="https://ghbtns.com/github-btn.html?user=speechbrain&repo=speechbrain&type=star&count=true&size=large&v=2" frameborder="0" scrolling="0" width="170" height="30" title="GitHub"></iframe>
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-# Transducer trained on CommonVoice 14.0 French (No LM)
+# Transformer trained on CommonVoice 14.0 French (No LM)
 This repository provides all the necessary tools to perform automatic speech
 recognition from an end-to-end system within
 SpeechBrain. For a better experience, we encourage you to learn more about
@@ -57,9 +57,9 @@ Please notice that we encourage you to read our tutorials and learn more about
 ### Transcribing your own audio files (in French)
 
 ```python
-from speechbrain.pretrained import EncoderDecoderASR
-asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-transducer-commonvoice-14-fr", savedir="pretrained_models/asr-transducer-commonvoice-14-fr")
-asr_model.transcribe_file("speechbrain/asr-transducer-commonvoice-14-fr/example-fr.wav")
+from speechbrain.inference.ASR import EncoderDecoderASR
+asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-transformer-commonvoice-14-fr", savedir="pretrained_models/asr-transformer-commonvoice-14-fr")
+asr_model.transcribe_file("speechbrain/asr-transformer-commonvoice-14-fr/example-fr.wav")
 ```
 
 ### Inference on GPU