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ChainMark achieves a universal robustness threshold for LLM watermarking, outperforming traditional methods while ensuring compliance with regulatory standards.
LLMs can achieve high compilation rates in formal reasoning by either fabricating axioms during proof generation or subtly mistranslating premises, revealing a critical gap between proof validity and formalization faithfulness.
