Zhao, J. et al. 2026. Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 41 (Mar. 2026), 34941–34949. DOI:https://doi.org/10.1609/aaai.v40i41.40798.