SuperValid: Capability-Aligned OOD Validation for Generalizable Downstream Scaling. - Quanen Sun; Changxin Tian; Ke Shi; Cai Chen; Cunyin Peng; Jia Liu; Kunlong Chen; Zhiqiang Zhang (CoRR, 2026)