He was born in Parsonsfield, Maine, where he attended Parsonsfield Seminary, and later Sweat attended Bowdoin College, from where he graduated in 1837.
He was born in Parsonsfield, Maine, where he attended Parsonsfield Seminary, a Freewill Baptist school. Sweat then attended Bowdoin College, from where he graduated in 1837.