| # Neutral-anchored relational physics benchmark | |
| Sixty laws are balanced among direct, inverse, and physically neutral relations. Ten neutral laws define the empirical null center and robust scale; ten different neutral laws test that calibration. Direct and inverse outcomes are evaluated without refitting the old-law lens. Threshold-free AUC remains primary, while the neutral median supplies a physically interpretable cutoff for signed classification. | |