It's called a "first time abatement": https://www.irs.gov/businesses/small-businesses-self-employe...
General penalty relief: https://www.irs.gov/payments/penalty-relief
I just went through this for an honest mistake as well, though I didn't qualify for a first time abatement. It took months to get a response as well.