Update kin_en.md

kin_en.md

@@ -1,6 +1,6 @@
 # Kinyarwanda-to-English Machine Translation
 
-This model is an Kinyarwanda-to-English machine translation model, it was built and trained using JoeyNMT framework. The translation model uses transformer encoder-decoder based architecture. It was trained on a 47,211 long English-Kinyarwanda bitext dataset prepared by Digital Umuganda.
+This model is a Kinyarwanda-to-English machine translation model, it was built and trained using JoeyNMT framework. The translation model uses transformer encoder-decoder based architecture. It was trained on a 47,211-long English-Kinyarwanda bitext dataset prepared by Digital Umuganda.
 
 
 ## Model architecture
@@ -76,12 +76,12 @@ Measurement(bleu_score, chrf):
 
 ## To-do
 
->* Test the model using differenct datasets including the jw300
->* Use the Digital Umuganda dataset on some of the available State Of The Art(SOTA) available models.
+>* Test the model using different datasets including the jw300
+>* Use the Digital Umuganda dataset on some available State Of The Art(SOTA) models.
 >* Expand the dataset
 
 ## Result
-The following result were obtained on using the sacrebleu.
+The following result was obtained using sacrebleu.
 
 
 Kinyarwanda-to-English: