The float is stuck in the carb, or the needle seat is dirty or the float needle is bad. Remove and clean the carb, and only use FRESH gas in the tank. Get rid of the old stuff.
BUT if that hose is the float bowl drain, then the screw at the bottom of the carb is open or leaking. don-ohio