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A collision-entropy floor for watermark/retrieval AI-text detection. Looking for a sanity check before I take this further [D]

Via r/MachineLearning
Friday, Aug 14, 2026 · 9:38AM
Summary

Hello everyone! I've been working through a formalization of why similarity-based AI-text detectors (watermarking, retrieval-based matching) hit a hard floor on false-positive rate, and I'd like holes poked in it before I put more time in. Self-verified only so far, no external review. Below you can

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