@inproceedings{yu-etal-2026-easy, title = "Easy Samples Are All You Need: Self-Evolving {LLM}s via Data-Efficient Reinforcement Learning", author = "Yu, Zhiyin and Zhang, Bo and Hou, Qibin and Wu, Zhonghai and Luo, Xiao and Bai, Lei", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.773/", pages = "15780--15795", ISBN = "979-8-89176-395-1" }