In British English, "exam results" is more common.
In American English, "exam grades" or "exam scores" are preferred. Both work, but they have slightly different focuses:
Exam scores usually refer to numerical results (e.g., 85 out of 100).
Exam grades refer to letter grades (e.g., A, B, C).
American English version:
"Those students were very excited every time the exam grades (or exam scores) were announced."