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Held-out validation: external test set support #8

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@eilidhmacnicol

Add support for genuine external validation using held-out datasets via --x-train, --y-train, --x-test, --y-test flags.

This is distinct from cross-validation — it applies a model fitted on one dataset to a fully independent test set.

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    roadmapPlanned post-0.1 work, not blocking releasetype: featureNew capability

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