A distribution-free framework applies knockoff filtering to rewrite-based detectors to achieve finite-sample FDR control for human vs. LLM text detection.
DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection , url =
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A Distribution-Free Framework for Rewrite-Based Human-text Detection via Knockoff Filtering
A distribution-free framework applies knockoff filtering to rewrite-based detectors to achieve finite-sample FDR control for human vs. LLM text detection.