delegation-based-aggregation

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When Does Delegation Beat Majority? A Delegation-Based Aggregator for Multi-Sample LLM Inference

arXiv cs.AI · 2d ago Cached

The paper proposes a delegation-based aggregator called Propagational Proxy Voting (PPV) that uses letter entropy and reasoning geometry to improve over majority voting for multi-sample LLM inference, achieving gains on MMLU-Pro without requiring gold labels or auxiliary training.

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