Rubric scoring stops guessing from wording alone: tree search plus response calibration tops five of six preference benchmarks
Rubric construction now filters candidate decompositions by semantics first and then picks the final structure from how criteria behave on six responses of differing quality, reaching the highest pairwise accuracy on five of six preference benchmarks.