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#formal-methods

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hallucination rlhf language-generation safety-tuning mode-collapse deep-learning-theory

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A Theory of Time-Sensitive Language Generation Says Sparse Hallucination Beats Mode Collapse

arXiv 2605.11302 proves timely generation requires sparse hallucination under formal bounds, reframing RLHF safety tuning as a tradeoff between two failure modes.
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