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Retrieval-augmented prompting fails to beat hand-tuned static exemplars for legal moderation, and even top LLMs miss up to 57% of criminal hate speech despite aggressive over-policing.
VCM reshapes LLM output distributions to enhance diversity and coherence, effectively breaking the cycle of repetitive degeneration in text generation.
