Vishaal:

s blank for every file in the test set


WER 1.0 is not a very good metric by itself. If you are not getting anything in the output this may be because the model has not learnt anything and there are some silent errors happening. Try increasing the epochs or other tuning methodologies and see if this resolves the issue.