@article{decorldecouplingreasoningchainsviaparall, title = {DeCoRL: Decoupling Reasoning Chains via Parallel Sub-Step Generation and Cascaded Reinforcement for Interpretable and Scalable RLHF}, author = {Ziyuan Gao and Di Liang and Xianjie Wu and Philippe Morel and Minlong Peng}, year = {2025}, eprint = {2511.19097}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.19097}, }