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Document confusion matrices in README

Add test confusion matrices (JSON + PNG) for all variants

Add center_crop_all variant (uchen_ume_hf_preprocess_all, ~99.3% test with center crop)

Slim benchmark_eval_results.json: drop per-image predictions and local paths

Remove redundant confusion-matrix PNGs (metrics in JSON)

Upload final_model weights and essential eval artifacts for both variants

Remove redundant legacy root files, duplicate checkpoints, and duplicate reports

Update README with best full-page results and benchmark holdout metrics

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Update metrics: with_preprocess benchmark on full pages (no crop at inference)

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