Today under VAT/CST merchant exporters can purchase goods without payment of tax on furnishing of a declaration form. Will this system be there in GST

No, there is no such provision in GST. Tax will be payable on their inward supplies and they can claim refund of the accumulated ITC.

(FAQ 9: HANDICRAFTS)