Author

Kyunghyun Cho

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Preprint Aug 2026

Small-Scale Experiments: Are We There Yet?

Scaling laws promised cost-effective experiments; six years later, they have yet to fully deliver. Instead, researchers have found them unreliable at small scales (starting at 4M parameters) and concluded that sizable models cannot be avoided. We show this is not the case: the confounding factor is hyperparameters. Sma...

Nicholas Lourie, Kyunghyun Cho, Karen Ullrich et al. · 1 citation