Update README.md

README.md

@@ -14,7 +14,7 @@ datasets:
 - voxceleb
 metrics:
 - EER
-- min\\\\\\\\_dct
+- min\\\\\\\\\\\\\\\\_dct
 ---
 
 <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>
@@ -26,7 +26,7 @@ This repository provides all the necessary tools to extract speaker embeddings w
 The system is trained on Voxceleb 1+ Voxceleb2 training data. 
 
 For a better experience, we encourage you to learn more about
-[SpeechBrain](https://speechbrain.github.io). The given ASR model performance on Voxceleb1-test set are:
+[SpeechBrain](https://speechbrain.github.io). The given model performance on Voxceleb1-test set (Cleaned) is:
 
 | Release | EER(%) 
 |:-------------:|:--------------:|
@@ -88,7 +88,7 @@ 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}},
   }
 ```