Since English is not my mother tounge, I looked it up.

Oxford actually has (as one of three definitions):

either member of a married couple or of an established unmarried couple. "she lived with her partner"

a person with whom one has sex; a lover. "make sure that you or your partner are using an effective method of contraception"