Who would win, and why would they win?
I would go with the Shaolin Monk. The amount of training they undergo is incredible. They spend their whole lives perfecting their techniques, they are true super-humans imo.
No arena, no weapons, no padding, no rules, think of it as a kinda "street" fight.