2 papers
cs.AI2026
When Does Delegation Beat Majority? A Delegation-Based Aggregator for Multi-Sample LLM Inference
Yasushi Sakai, Allen Song, Kent Larson
Majority voting is the default unsupervised aggregator for multi-sample LLM inference, but it discards two signals: within-group answer entropy and between-group reasoning geometry…
cs.SI2025
Propagational Proxy Voting
Yasushi Sakai, Parfait Atchade-Adelomou, Ryan Jiang +3
This paper proposes a voting process in which voters allocate fractional votes to their expected utility in different domains: over proposals, other participants, and sets containi…