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Even when you have a one day all day event, you still need to select end date as the current date. That way the event will correctly be marked as all day only on the specified day. We will update the documentation to reflect this.
I agree that if the event is all day and the start date and end date are the same, only one date should be displayed. I have logged a feature request, you can vote here: PITS