@article{socraticrlanovelframeworkforefficient, title = {Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation}, author = {Xiangfan Wu}, year = {2025}, eprint = {2506.13358}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.13358v1}, }