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Add deterministic benchmark splits

#3
by neashton - opened

Adds eight deterministic train/validation/test split families, including nested data-efficiency subsets and geometry, drag-regime, and image-wake OOD protocols. Includes the manifest, academic methods documentation, derived metrics, figures, and reproducibility scripts.

Publishing the validated draft for merge.

neashton changed pull request status to open

Validated manifest integrity, flat-layout regeneration, documentation links, figures, PDF rendering, and file-by-file remote hashes.

neashton changed pull request status to merged

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