Route-Verify-Vote: Procedure-Conditioned Self-Consistency for Mixed-Domain Reasoning

Route-Verify-Vote (RVV) is a framework that applies procedure-conditioned self-consistency to mixed-domain reasoning without updating model parameters. It selects a domain-specific reasoning procedure, verifies each option against constraints, and aggregates answer sets, allocating extra samples to questions with close vote margins. On the SCoRE 2026 benchmark, RVV achieves 74.6% exact-set accuracy, improving to 77.3% with adaptive sampling and 79.4% when combining models on selected domain routes, earning second place among participants.

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