It is per person, per year, not per gift. Any individual can give any other individual up to $12,000/yr without reporting requirements. A couple (like your parents) could give you up to $24,000. A couple could give another couple $48,000.
Search for "gift tax" on irs.gov.
Also search the internet for "suspicious activity report".