2 stopovers in Bejing

Hi I am flying from London to Bangkok and back via Beijing in December/January and have 2 18h stopovers in Beijing. Do I need a transit G, since I am going to be there twice within 3 weeks or can I stay free on both occassions? I will try to do some sightseeing in Beijing. I have got a Polish passport.