My research focuses on improving the reliability and safety of large language models, with applications in AIGC detection and model alignment.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection

Yihan Chen, Jiawei Chen, Guozhao Mo, Xuanang Chen, Ben He, Xianpei Han, Le Sun

ACL 2026 Main Conference • 2026 • Accepted

CoCoNUTS is a content-focused framework and dataset for AI-generated peer review detection. Its CoCoDet detector reduces reliance on superficial writing styles while improving accuracy and robustness.