SAFESEAL is a key-conditioned LLM watermarking framework using tournament sampling for synonym substitution and a contrastive detector that reports 98.2% detection, 0.983 BERTScore, and 0.963 entity similarity while claiming robustness to attacks.
Deberta: Decoding-enhanced bert with disentangled attention
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Robust LLM Watermarking with Minimal Semantic Distortion for IP Protection
SAFESEAL is a key-conditioned LLM watermarking framework using tournament sampling for synonym substitution and a contrastive detector that reports 98.2% detection, 0.983 BERTScore, and 0.963 entity similarity while claiming robustness to attacks.