Author

Cunyin Peng

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#natural language process... May 2026

SuperValid: Capability-Aligned OOD Validation for Generalizable Downstream Scaling

This work proposes SuperValid, a framework that synthesizes OOD, capability-aligned validation data by distilling core concepts from benchmarks within a capability domain and expanding them into diverse, knowledge-rich texts, which enables effective model selection, early stopping, and scaling decisions.

Quan Sun, Chang-Xin Tian, Kensen Shi et al. · arXiv.org · 1 citation · ⚡1