Averaging output distributions across 3-5 LLMs recovers the unwatermarked distribution, suppressing detection z-scores below threshold while improving quality.
Toblend: Token-level blending with an ensemble of llms to attack ai-generated text detection.arXiv preprint arXiv:2402.11167,
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Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs
Averaging output distributions across 3-5 LLMs recovers the unwatermarked distribution, suppressing detection z-scores below threshold while improving quality.