This paper is based on contemporary public policy analyst Dunn's policy arguments model, to propose an analytical framework of Yin-Yang Bai-Ho arguments model, and to examine the strategic-diplomatic speech of the chapter of Gui Gu Zi. in Chinese ancient texts relative to the Chun Tsew with Tso Chuen. In addition, the examples of the rhetorical strategies are provided and the past made to serve the present with repeated rhetoric arguments.Policy advocator with the strategic-diplomatic speech and the art of persuasion, can emphasize the ability to influence others in policy argument and win policy stakeholder's recognition and support of policy claim.