@article{basisbatchwiseadvantageestimationfromsin, title = {BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning}, author = {Shijin Gong and Erhan Xu and Kai Ye and Francesco Quinzan and Giulia Livieri and Chengchun Shi}, year = {2026}, eprint = {2605.27293}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.27293}, }