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This paper introduces OracleGap, a framework that decomposes the gains from test-time collaboration (e.g., self-consistency, verifiers) into oracle gap, coverage, signal fidelity, and harm, showing that gains are limited by the oracle gap and signal fidelity. It provides a pre-deployment diagnostic to determine when collaboration is expected to help.