Actually I think it would be the seller's responsibility. If you owned a gun in this state and sold it, wouldn't you want to be sure that this sale was reported? If you buy from an FFL, they are the one who submits it to the CHSB, not you.
Interestingly enough, the form does not say who must submit the original copy.