judge-with-debate

Key benefits:

• Structured evaluation - Meta-judge produces tailored rubrics and criteria before judging begins
• Multiple perspectives - Three independent judges reduce individual bias
• Evidence-based debate - Judges defend positions with specific evidence from the solution and evaluation specification
• Iterative refinement - Up to 3 debate rounds drive convergence on accurate scores
• Shared specification - Meta-judge runs once; all judges across all rounds share the same evaluation specification

Pattern: Debate-Based Evaluation