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1\begin{table}[t]\centering\small2\caption{Value-controller fit on logged counterfactual labels (tiny scale). Calibration-partition diagnostics:3Huber loss of $\hat g$, sign accuracy, Brier score and ECE of the harm head, one-step oracle opportunity and the4regret of the controller's greedy choice on the exhaustive-audit states (captured fraction $=1-$ regret/opportunity).}5\label{tab:controller}6\begin{tabular}{lrrrrrrr}\toprule7Controller features & labels & Huber & sign acc. & Brier & ECE & opportunity & captured\\\midrule8h + entropy & 20,040 & 0.0015 & 0.604 & 0.168 & 0.042 & 0.0166 & 0.045\\9\bottomrule\end{tabular}\end{table}10
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