Tensions in Academic Authorship
The emergence of generative models challenges the traditional definition of human authorship, creating a dichotomy between efficiency and integrity [3]. While AI offers potential for personalized learning and improved research workflows [4][5], it simultaneously introduces risks of biased reasoning and the dissemination of unverified data [2]. The analysis reveals that the primary challenge for Ukrainian institutions lies in balancing the adoption of these tools with the necessity for human oversight and rigorous citation practices [1][2].