Pokémon - Image #738,871

Fastest time in one sitting: 6 hours, 58 minutes on Sapphire, using just Swampert.

I think my fastest time would have to be Black version when I beat the game in one day. Can't remember how many hours it was, though, so I can't give a "time to beat."