Glimpse estimates full token distributions from top-K API probabilities, enabling white-box detectors like Fast-DetectGPT to reach about 0.95 AUROC on GPT-4, Claude-3, and Gemini-1.5 text.
Ai- generated text boundary detection with roft
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Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection
Glimpse estimates full token distributions from top-K API probabilities, enabling white-box detectors like Fast-DetectGPT to reach about 0.95 AUROC on GPT-4, Claude-3, and Gemini-1.5 text.