Refining Over Resampling: Test-Time Self-Correction for LLM Reasoning

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer +4

Test-time scaling improves LLM reasoning by using additional inference compute, but wider sampling alone can suffer from diminishing returns: new rollouts often repeat existing ans…