If you get into a street fight would it be better to learn martial arts or boxing?

dunhate235 asked: Say you got in confrontation with someone. He starts getting really physical and you want to beat the hell out of him. He looks reasonably big.
Would you rather be good at boxing or martial arts in this situation. If you say martial arts, which one exactly (jujitsu, kartate, etc.)