VeilProbe claims automatic black-box detection of LLM pre-training text, but its reported gains likely stem from a transductive evaluation where the feature extractor is trained on the test texts.
Generaliza- tion or memorization: Data contamination and trustworthy evaluation for large language models,
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Automated Detection of Pre-training Text in Black-box LLMs
VeilProbe claims automatic black-box detection of LLM pre-training text, but its reported gains likely stem from a transductive evaluation where the feature extractor is trained on the test texts.