Whenever, in the judgment of the Commission, action is deemed advisable on account of errors or fraud in connection with any examination, a re-examination of applicants shall be ordered and the eligible list shall be amended in accordance with the results of such re- examination. After an eligible list is prepared and posted, it shall not be revoked except upon written notice to all the eligibles on such list.