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Chance-corrected, argmax-only companion to mean_nll: moves when the answer flips, not when confidence shifts. 0 = base-rate guessing, so it exposes majority-class models that top1_acc flatters. Same flip-informedness family as steering-lite's surgical informedness, anchored on the human argmax here. README also points at the paired training set moral_stories_foundations. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>