Timely generation is impossible for eventually consistent generators but achievable with vanishing hallucination rate for superlinear deadlines, and impossible for linear deadlines.
That is, the algorithm eventually only produces guesses that are consistent with the target language, and moreover, it guesses the target language correctly infinitely often
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A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
Timely generation is impossible for eventually consistent generators but achievable with vanishing hallucination rate for superlinear deadlines, and impossible for linear deadlines.