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 "text": "Structured assessment changes a decision process only if the assessment arrives before judgment. That sequence matters. Harrasse, Bandi, and Bandi route paired LLM evaluations through advocates, a criteria-based judge, and an independent jury that renders the final verdict. D3 compares that deliberative architecture with a single judge that selects directly. On MT-Bench, D3-MORE reports 85.1 percent accuracy, 12.6 percentage points above the single-judge baseline. This result qualifies Kaal's treatment-control design. It supports separating an assessment-exchange treatment from a no-exchange adjudication baseline. Yet the study does not establish a matched control with identical token budgets or Kaal's validator incentives, binding rules, and reputation consequences. The correspondence is limited to the comparative design and its measured evaluation setting. Deliberation has evidentiary value only when the baseline preserves the decision it replaces.",
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