Update README.md

README.md

@@ -24,21 +24,21 @@ It achieves the following results on the evaluation set:
 - Rougelsum: 43.3599
 - Gen Len: 72.64
 
-## Model description
+## Model Description
 
-Trained on a summarization task with _potentially_ several doc-summary pairs stacked on top of each other.
+Trained on a summarization task with _potentially_ multiple doc-summary pairs stacked on top of each other.
 
-You can separate it's predictions by using it's special token `[NEXT_CONCEPT]` to split the outputs in "separate topics".
+You can separate it's predictions by using it's special token `[NEXT_CONCEPT]` to split the output into "separate topics".
 
-## Intended uses & limitations
+## Intended use & limitations
 
-- this is meant to be used as a baseline/reference for comparison to the larger models
+- This is intended to be used as a baseline/reference for comparison with the larger models.
 
 ## Training and evaluation data
 
-See `stacked-summaries/stacked-samsum-1024`
+See `stacked-summaries/stacked-samsum-1024`.
 
-## Training procedure
+## Training Procedure
 
 ### Training hyperparameters