You are lucky that you have so many kids to play.
Can you go to a room where you cannot hear their voices?
The other solution is that make them understand; give them some activity that they sit & play like ludo or scrabble.
Try to be kind & tell them that they let you study after exam you will tell them the stories. Kids are very fond of story.
I hope they will agree with you.
Best wishes for the exam.