Update README.md

Deleted all2.pdf

README.md

@@ -43,20 +43,18 @@ To run the critic training:
 
 Adjust the infile argument accordingly. 
 
-Adjust the encoder based on the data used to train the model. We provide pre-trained encoder for MWOZ 2.0 and 2.1
+Adjust the encoder based on the data used to train the model. We provide pre-trained encoder for MWOZ 2.0 and 2.1 in pretrained.zip
 
 To run critic training for MWOZ human policy:
 
     python critic_mwoz.py
 
-At the end of training, evaluation over the test set is automatically performed. To run this separately:
+To run evaluation over the test set:
 
     python run_critic.py
 
 Adjust the list of critics to run inside the script.
 
-Of course this can also be done for other datasets. In this case, adjust the encoder of the critic accordingly.
-
 ### Contact
 
 Any questions or bug reports can be sent to lubis@hhu.de