#safety-tuning

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.