@article{samplemoretothinklessgroupfilteredpolicy,
  title = {Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning},
  author = {Vaishnavi Shrivastava and Ahmed Awadallah and Vidhisha Balachandran and Shivam Garg and Harkirat Behl and Dimitris Papailiopoulos},
  year = {2025},
  eprint = {2508.09726},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.09726},
}