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Although the reward gain improvement slightly, humans generally feel the guiding chatbot’s response irrelevant: as the reward increases, the relevance decreases dramatically. Furthermore, some used RL to improve their chatbot’s performance (Serban et al., 2017; Williams, 1992) and others combined RL with GPT-2 (Radford et al., 2019) models to control the sentiment of their chatbot’s response to make it more user-friendly (Han et al., 2019; Lee et al., 2018). Beyond the viewpoint of sentiment, the EmpatheticDialogues (ED) dataset is collected (Rashkin et al., 2019) to train a chatbot that could recognize the feeling of the interlocutor and know how to reply accordingly (Lin et al., 2019). However, these researchers neglected what really separated humans from chatbots - humans understood the impact their responses had on the interlocutor and often responded with intentions and expectations. Given input sentences, the chatbot chose the corresponding response from the candidate pool. While BLEU score (Papineni et al., 2002) is usually used to measure the correctness in machine translation, Self-BLEU (Zhu et al., 2018) is used here to measure the diversity of chatbot responses; we calculated the average BLEU score between sentences in our testing result as the Self-BLEU score. In this paper, we aimed to train a chatbot to emulate these human-like qualities by making it learn from interactive conversation