@article{implicitcompressionregularizationconcise, title = {Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training}, author = {Chen Wang and Hexuan Deng and Yining Zhang and Yuchen Zhang and Jionghao Bai and Zhaochun Li and Ge Lan and Yue Wang}, year = {2026}, eprint = {2605.07316}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.07316}, }