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formcheck-vlm v5 (domain-adapted detection)
Fine-tuned from v4 on 24000 synthetic + 8006 real CommonForms (Apache-2.0) pages with drawn mark augmentation. Label/type targets masked on real pages. Real-scan metrics: {"real_det_recall": 0.365, "real_det_precision": 0.383, "real_count_err": 0.533, "real_pred_empty_frac": 0.571}
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