it is not exempted. because rule of clubbing provision will be applicable. It will be taxable in the hands of karta. in the case of HUF other than karta, gift can be taken and deemed as exempted.
I agree with Hardik's view but in addition to what he told- Gift received from father of Karta has to specifically say (in proof by letter) that such Gift is for benefit of HUF