It is better to keep it.
The restarted calculation continues not exactly from the stopped point of the last calculation, because the stored information was written after some specific step or point. For example, during the self-consistent calculation (SCF) of a bulk configuration, the charge density may be written into the checkpoint file in every SCF step. If the calculation stops during the i^th step, the continued job will continue from the saved charge density of the (i-1)^th step.