@article{directvalueoptimizationimprovingchainof, title = {Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values}, author = {Hongbo Zhang and Han Cui and Guangsheng Bao and Linyi Yang and Jun Wang and Yue Zhang}, year = {2025}, eprint = {2502.13723}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.13723v1}, }