In an era where artificial intelligence (AI) rapidly advances, distinguishing human-written text from AI-generated content becomes crucial. Sophisticated language models can now produce remarkably realistic text, blurring the lines between human and machine creativity. Recognizing AI-generated text is growing in significance for diverse uses, from