Update README.md

README.md

@@ -47,7 +47,7 @@ Intented for research purposes.
 
 ## Training and evaluation data
 
-Data from [oliverguhr/spelling](https://github.com/oliverguhr/spelling), with a "proofread: " prefix appended to every example.
+Data from [oliverguhr/spelling](https://github.com/oliverguhr/spelling), with a "proofread: " prefix added to every example.
 
 The model was only evaluated on the first 100 test examples only during training.
 
@@ -56,7 +56,7 @@ The model was only evaluated on the first 100 test examples only during training
 ### Training hyperparameters
 
 The following hyperparameters were used during training:
-- learning_rate: 0.0001
+- learning_rate: 0.0001 (probably too high)
 - train_batch_size: 4
 - eval_batch_size: 4
 - seed: 42