@article{bingoboostingefficientreasoningofllms, title = {Bingo: Boosting Efficient Reasoning of LLMs via Dynamic and Significance-based Reinforcement Learning}, author = {Hanbing Liu and Lang Cao and Yuanyi Ren and Mengyu Zhou and Haoyu Dong and Xiaojun Ma and Shi Han and Dongmei Zhang}, year = {2025}, eprint = {2506.08125}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.08125v1}, }