This study aims to investigate the potential of AI tools and the constraints of Chat-GPT generated texts by concentrating on the research writing of multilingual graduate students, while also exploring the implications of pedagogical approaches. This research analyzes multilingual graduate students’ negotiation on the text generated by LLMs Chat-GPT based on a qualitative research method. The implications for pedagogy and research will be discussed.