Update README.md

README.md

@@ -25,7 +25,7 @@ metrics:
 
 This repository provides all the necessary tools to perform command recognition with SpeechBrain using a model pretrained on Google Speech Commands.
 You can download the dataset [here](https://www.tensorflow.org/datasets/catalog/speech_commands)
-The dataset is primary provides small training, validation, and test sets useful for detecting single keywords in short audio clips. The provided system can recognize the following 12 keywords:
+The dataset provides small training, validation, and test sets useful for detecting single keywords in short audio clips. The provided system can recognize the following 12 keywords:
 
 -'yes'
 -'no'
@@ -49,7 +49,7 @@ For a better experience, we encourage you to learn more about
 
 
 ## Pipeline description
-This system is composed of a TDNN model coupled with statistical pooling. A classifier, trained with Categorical Cross-Entropy Loss, is applied on the top of that.
+This system is composed of a TDNN model coupled with statistical pooling. A classifier, trained with Categorical Cross-Entropy Loss, is applied on top of that.
 
 ## Install SpeechBrain
 
@@ -142,7 +142,7 @@ The SpeechBrain team does not provide any warranty on the performance achieved b
     year = {2021},
     publisher = {GitHub},
     journal = {GitHub repository},
-    howpublished = {\\url{https://github.com/speechbrain/speechbrain}},
+    howpublished = {\\\\url{https://github.com/speechbrain/speechbrain}},
   }
 ```