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News/SuperValid: Capability-Aligned OOD Validation for Generalizable Downstream Scaling
arxiv
PublishedSeptember 4, 2026 at 4:00 AM
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SuperValid: Capability-Aligned OOD Validation for Generalizable Downstream Scaling

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arXiv:2605.28179v2 Announce Type: replace Abstract: Scaling laws guide large language model training by relating compute to cross-entropy loss, and recent work further extends them to predict downstream benchmark performance. However, prior approaches face generalization limitations from two aspects

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