Transformers are confined to descriptive uncertainty, with token entropy remaining constant across tasks despite large accuracy differences, implying that regulatory uncertainty requires thermodynamic coupling between error and energy cost.
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Descriptive versus Regulatory Uncertainty in Bounded Predictive Systems
Transformers are confined to descriptive uncertainty, with token entropy remaining constant across tasks despite large accuracy differences, implying that regulatory uncertainty requires thermodynamic coupling between error and energy cost.