Update README.md

README.md

@@ -180,8 +180,8 @@ print(emb.shape)
 Since the model is trained on VoxLingua107, it has many limitations and biases, some of which are:
 
  - Probably it's accuracy on smaller languages  is quite limited
- - Probably it works much worse on female speech than male speech (because of YouTube data includes much more male speech)
- - Based on subjective experiments, it doesn't work well for speech with a foreign accent
+ - Probably it works much worse on female speech than male speech (because YouTube data includes much more male speech)
+ - Based on subjective experiments, it doesn't work well on speech with a foreign accent
  - Probably it doesn't work well on children's speech
 
 
@@ -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},
 }