Update README.md

README.md

@@ -22,7 +22,7 @@ It has been trained to recognize six classes of named entities:
 - FIRM: name of firm affiliated with inventor 
 - COMM: name and information mentioned about communicant
 
-We take the original xlm-roberta-large [weights](https://huggingface.co/FacebookAI/xlm-roberta-large/blob/main/pytorch_model.bin) and fine tune on our custom dataset for 29 epochs with a learning rate of 5e-05 and a batch size of 21. We chose the learning rate by tuning on the validation set.
+We take the original xlm-roberta-large [weights](https://huggingface.co/FacebookAI/xlm-roberta-large/blob/main/pytorch_model.bin) and fine tune on our custom dataset for 29 epochs with a learning rate of 5e-05 and a batch size of 42. We chose the learning rate by tuning on the validation set.
 
 ### Usage