Judges agree more, humans no closer: rewriting only contested rubric clauses lifts panel consensus
A label-free procedure turns disagreement among LLM judges into rubric repairs, rewriting only the most contested clauses; on SummEval it raised inter-judge agreement by 0.069 while agreement with expert ratings showed no detectable change.