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Not a controlled architecture-only ablation.", "sensory_limits": "Target-in-context associations, not a whole-sentence presence classifier; tiny held-out word-group sample.", "synthetic_compute_note": "Identical sampled human replay in both continuations; synthetic arm has extra examples/optimizer steps.", "parameter_counts": { "total": 4629917958, "trainable": 1348614 }, "decision": { "selected_arm": "synthetic", "synthetic_accepted": true, "selection": "validation only; frozen before test evaluation" }, "arms": { "baseline": { "examples": 356, "epochs": 10, "optimizer_steps": 120, "elapsed_seconds": 135.89571507000005, "history": [ { "epoch": 1, "mean_train_loss": 0.7938791023360359, "threshold": 0.15000000000000002, "validation": { "micro_f1": 0.49557522123893805, "macro_f1": 0.29765393336821905, "per_label": { "vision": { "precision": 0.8181818181818182, "recall": 1.0, "f1": 0.9, "support": 36 }, "hearing": { "precision": 0.13953488372093023, "recall": 1.0, "f1": 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