Three men convicted of dozens of rapes , kidnappings and killings in the southern city of Kut , in one case displaying the eyeballs of an Iraqi soldier to obtain payment for his murder , will be put to death by hanging in the first execution by Iraq 's civilian courts since the fall of Saddam Hussein , Prime Minister Ibrahim al-Jaafari said Tuesday .