@inproceedings{sun-etal-2026-supervalid, title = "{S}uper{V}alid: Capability-Aligned {OOD} Validation for Generalizable Downstream Scaling", author = "Sun, Quanen and Tian, Changxin and Shi, Ke and Chen, Cai and Peng, Cunyin and Liu, Jia and Chen, Kunlong and Zhang, Zhiqiang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.357/", pages = "7480--7496", ISBN = "979-8-89176-462-0" }