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News/When Does Delegation Beat Majority? A Delegation-Based Aggregator for Multi-Sample LLM Inference
arxiv
PublishedJune 12, 2026 at 4:00 AM
—neutral

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

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arXiv:2606.08098v2 Announce Type: replace Abstract: Majority voting over sampled answers is the dominant unsupervised aggregator for multi-sample LLM inference. In this paper, we show a delegation-based aggregator (Propagational Proxy Voting, PPV; Sakai et al., 2025) yields an unsupervised consensus

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