#test-time-compute

• 20 Oct 2025 · Paper summary

  Paper summary: A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

  A theoretical framework for sampling-based test-time scaling shows self-consistency has high estimation error and perplexity has high modelling error; the hybrid RPC method matches self-consistency with half the samples.