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Students don't see their grades until you "Return" their papers. If you didn't return the grades while grading the paper, you can return multiple papers at once by checking the boxes next to the student's submissions and clicking Return.
The grades will be reflected in the Grade Center. This may take some time, as grades are not synced immediately from Google to Scholar.