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Beyond Semantic Narrowing: Robust and Efficient LLM Watermarking with Hamming Neighborhoods
Semantic watermarking improves robustness against watermark removal attacks by embedding detectable signals into sentence-level representations. However, existing watermarking methods typically impose watermark-specific semantic preferences on generated sentences without explicitly accounting for the highly non-uniform …