Translated data: The misuse of large language models has led to academic ghostwriting issues, prompting schools to implement bans. Ghostbuster is a highly accurate AI-generated text detection tool, achieving an F1 score of 99.0. Researchers emphasize its robustness across various domains, with outstanding performance in cross-domain generalization tests. This tool provides an effective solution to the problem of academic ghostwriting.