Two rescue vessels retrieved 11 bodies while one person was rescued by a helicopter, state-run Xinhua news agency reported.
Rescuers are still searching for two missing crew members.
The ship, named Guangyangxingang, capsized around 40 nautical miles northeast of Longkou in Shandong Province last evening amid strong winds, the report said.
The ship was travelling from the northern coastal city of Tianjin to Taizhou in eastern Zhejiang Province.
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