Paused Bulk Delete, can this be reversed?

Hi all,

Someone in my organization has created a bulk delete job accidentally on a very very large number of opportunities - fortunately this was identified and paused, can the deleted records be recovered if the operation is cancelled?

Thanks in advance,

Mike.