XMark improves multi-bit watermarking for LLM text by using a less distorted logit distribution in encoding and a tailored decoder for reliable recovery even with limited tokens.
Despite their effectiveness, both CycleShift and DepthW rely on brute-force search over all possible message candidates, rendering them impractical for long messages
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
XMark: Reliable Multi-Bit Watermarking for LLM-Generated Texts
XMark improves multi-bit watermarking for LLM text by using a less distorted logit distribution in encoding and a tailored decoder for reliable recovery even with limited tokens.