@article{instructionsareallyouneedselfsupervisedr, title = {Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following}, author = {Qingyu Ren and Qianyu He and Powei Chang and Jie Zeng and Zeye Sun and Fei Yu and Jiaqing Liang and Yanghua Xiao}, year = {2025}, eprint = {2510.14420}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.14420}, }