Claire,
As far as I know, as soon as you leave your current job, your EP becomes invalid too. It is only valid for your current employer. So unless you ewant to run the risk of saying goodbye Singapore, it might be a prudent move to either stay put or make sure ytour new employer applies for your new EP first.
Alan