redundancy-aware-learning

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Giving Credit Where It's Due: Redundancy-Aware Learning for Efficient Reasoning

arXiv cs.CL ↗ · 2026-09-24 Cached

The paper introduces RECAP, a redundancy-aware learning method that improves the efficiency of large reasoning models by assigning credit to steps based on their structural role and efficacy, enhancing accuracy while reducing token usage.

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