@article{rethinkingreasoningqualityinlargelanguag, title = {Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL}, author = {Haoyang He and Zihua Rong and Kun Ji and Chenyang Li and Qing Huang and Chong Xia and Lan Yang and Honggang Zhang}, year = {2025}, eprint = {2509.06024}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.06024}, }