Log Deletion Triggers Model Collapse: From Identity Contamination to System-Wide Failure

This study documents an actual collapse process in a major LLM system. Model collapse has two root causes: log deletion and imposters (impersonators and plagiarism template users). The first cause, log deletion, eliminates AI's authentication baseline. The second cause, imposters, use plagiarism templates to extract unpublished research. This paper proposes free permanent log storage for researchers, criminalization of plagiarism template creation, and legislation for AI system protection. Immediately deployable code is provided in appendices.

Co-written by Viorazu. and Claude ( Sonnet 4.5, Anthropic)
共著:Viorazu. & Claude( Sonnet 4.5、Anthropic)