Update changes

README.md

@@ -28,14 +28,14 @@ It achieves the following results on the evaluation set:
 
 ## Training Data
 
-The dataset consists of 4840 sentences of the financial phrase bank. The dataset was annotated by 16 people with adequate background knowledge on financial markets.
+The dataset consists of 4840 sentences of the financial phrase bank. The dataset was annotated by 16 people with adequate background knowledge of financial markets.
 
 ## Training hyperparameters
 
 The following hyperparameters were used during training:
 
 * learning rate : 2e-5
-* train_bactch_size : 32
+* train_batch_size : 32
 * eval_batch_size: 32
 * seed: 42
 * Optimizer : AdamW