The chapter “Gaozi Shang” in Mengzi is related to Mengzi’s theory of human nature. However, this paper is to discuss the ancient orators’ argumentative techniques. We have discerned some argumentative fallacies in the dialogues between Mengzi and Gaozi, which include the fallacy of mixing two different levels of argument, the substitution of character attack for persuasive reasoning, the compound of two related but different proposition, and the pitfalls of black-or-white reasoning, The awareness of these fallacies would enable the reader to reject the false arguments and to catch the aforementioned philosophical issues and propositions.