作者位次 #2/10ACL 2026Poster· Natural Language Processing
When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection
Lang Gao · Xuhui Li · Chenxi Wang · Mingzhe Li · Wei Liu · Zirui Song · Jinghui Zhang · Rui Yan · Preslav Nakov · Xiuying Chen
摘要
As large language models (LLMs) increasingly imitate personal writing styles, personalization has become a key challenge for machine-generated text (MGT) detection. Yet personalized MGT detection remains largely underexplored. In this work, we introduce StyloBench, the first benchmark for evaluat...