Verify, Then Vote: Multi-Model Consensus via Source Verification
November 5, 2026
Instead of simple majority voting, this method uses Claude 3.5 Sonnet to verify the specific citations provided by five local models (Llama 3.2 3B, Mistral 7B, Gemma 2 2B, Phi-3 mini, and Qwen 2.5 3B). The approach mitigates shared model errors by enforcing rule-based source checking.
HOW THIS AFFECTS YOU
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builderYou can improve local model reliability by implementing a hosted model as a verification gate.
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researcherThe study provides a framework for investigating model disagreement through citation accuracy.