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Splitting same-outcome groups by execution quality can cut rollout requirements by over half while enhancing policy performance in complex VLA tasks.
High initial confidence in LLMs can lead to catastrophic failures in complex reasoning tasks, but a new framework shows how to harness confidence trajectories for better outcomes.
