@article{fromtrialanderrortoimprovementasystemati,
  title = {From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR},
  author = {Jia Deng and Jie Chen and Zhipeng Chen and Daixuan Cheng and Fei Bai and Beichen Zhang and Yinqian Min and Yanzipeng Gao and Wayne Xin Zhao and Ji-Rong Wen},
  year = {2025},
  eprint = {2508.07534},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.07534},
}