Currently it's 'they'. Yes, there's some confusion about whether it refers to one person or more, but that confusion already exists with 'you', in all except regional usages.
"they gives me the shivers"
Grammatically, the "they" is clearly plural, as it is used with the plural verb form "give" and not the singular "gives".
Look up "subject verb agreement".