Luggage? When getting the 72 hour visa-free permit, does it mean that luggage has to be reclaimed?

Does customs require that I get my luggage if I leave the airport? I have a 10 hour stop over in Beijing and wish to use the 72 hour free permit to leave the airport and explore. Will I have to carry my bags with me or will they be checked through by the airline? Thanks.