reasoning-geometry

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.