@inproceedings{chen-etal-2026-rethinking-rl, title = "Rethinking {RL} Evaluation: Can Benchmarks Truly Reveal Failures of {RL} Methods?", author = "Chen, Zihan and Zhang, Yiming and Zhou, Hengguang and Ding, Zenghui and Sun, Yining and Hsieh, Cho-Jui", 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.769/", pages = "15692--15709", ISBN = "979-8-89176-395-1" }