Update README.md

README.md

@@ -135,7 +135,7 @@ The model has two uses:
   - use 'as is' for spoken language recognition
   - use as an utterance-level feature (embedding) extractor, for creating a dedicated language ID model on your own data
   
-The model is trained on the automatically collected YouTube data. For more 
+The model is trained on automatically collected YouTube data. For more 
 information about the dataset, see [here](http://bark.phon.ioc.ee/voxlingua107/).
 
 
@@ -210,7 +210,7 @@ Error rate: 6% on the development dataset
 ```bibtex
 @inproceedings{valk2021slt,
   title={{VoxLingua107}: a Dataset for Spoken Language Recognition},
-  author={J{\\\\"o}rgen Valk and Tanel Alum{\\\\"a}e},
+  author={J{\\\\\\\\"o}rgen Valk and Tanel Alum{\\\\\\\\"a}e},
   booktitle={Proc. IEEE SLT Workshop},
   year={2021},
 }