Use of plural forms when using "Multi-xxx"

Which one is correct? A multi-languages university or A multi-language university? A multi-outlet socket or A multi-outlets socket?


As curious-proofreader said in a comment:

multi-language university. See also three-hour flight, ten-man team, five-piece set, etc