In an era where artificial intelligence (AI) rapidly advances, distinguishing human-written text from AI-generated content becomes crucial. Advanced language models can now produce remarkably believable text, blurring the lines between human and machine creativity. Recognizing AI-generated text is increasingly important for a range of applications,