Residence permit for spouses/partners

Hello,
I am going to be working in China for two years, which, after arrival, I will be able to apply for a residence permit. We are not married, but is there any way that I can get my significant other a residence permit or do they have to get a multiple-entry visa? I want to avoid them having to leave the country every two months if possible.