Fig.1

Concept

Validation gate

A validation gate is a checkpoint that accepts a proposed change only if it improves performance on a held-out dataset, rejecting it otherwise. It is the same idea as early-stopping or model selection on a validation split, except applied per edit rather than per training…

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