In the ever-evolving landscape of higher education, ensuring originality of work is paramount. Plagiarism, the act of presenting another's work as one's own, poses a significant threat to this fundamental principle. Drillbit, a advanced plagiarism detection system, emerges as a powerful solution to combat this pervasive issue. Leveraging state-of-