So what happens to Li Ben now?
Sacked from his post as a deputy mayor of Weihai, detained, and presumably under investigation.
State secret passing in the PRC is a pretty rough charge and serious, adult's business. With the high conviction rate (a rigged system) usually results in the firing squad (usually a pistol shot to the back of the head) after being paraded around the streets as a traitor.