Soviet troops left Port Arthur according to the Australia Station Intelligence Summary dated 1 July 1955

An item reported that recent reports stated that that was left of the Soviet troops in Port Arthur was withdrawn and that Communist China now controlled the naval base facilities. It was unknown what the fate was of the Soviet naval vessels based there, possible handed over to the Chinese navy.

Source

Website Royal Australian Navy, Sea Power Centre.