arXiv cs.CLPaper
Large Language Model Turnover Undermines Screening for Artificial Intelligence-Assisted Scientific Writing
This is a concrete blow to journal screening strategies. The headline is detector collapse at version boundaries; the real story is that no fixed detector can track an active model ecosystem. For journals and grant agencies: your current screening is theater. For LLM vendors: the speed of iteration matters more than detection-resistance if you want to outlast any filter.