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RESEARCH27

Spectral Entropy Collapse as an Empirical Signature of Delayed Generalisation in Grokking

arXiv CS.LGΒ·April 16, 2026

This paper identifies normalized spectral entropy as a scalar order parameter for the grokking transition, where models generalize long after memorization. The research shows that entropy collapse precedes generalization, and causal interventions confirm its critical role, providing a predictive model for grokking onset.

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