An adversarial methodology generates a multilingual cross-platform dataset of paired human-AI social messages, and models trained on it outperform prior detectors on real-world out-of-distribution data.
Learning to Rewrite: Generalized LLM -Generated Text Detection
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A distribution-free framework applies knockoff filtering to rewrite-based detectors to achieve finite-sample FDR control for human vs. LLM text detection.
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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.