To summarize the comments above, a gift tax return is filed by the giver of the gift and rarely involves paying any tax. It's just a way to keep track of how much of their tax-free estate limit a person has used up prior to their death. Until they exceed the tax-free amount of their estate, their gifts are tax-free for them.
