{ "seed": 20260722, "seq_len": 3920, "eval_samples": 30, "epochs_cap": 16, "rows": [ { "arm": "scale_900", "samples": 900, "points": 3528000, "best_val_loss": 0.39776119589805603, "Affiliation-F": 0.20117460220618313, "F1_T": 0.20117460220618313, "Standard-F1": 0.20117460220618313, "VUS-PR": 0.1645291101006374 }, { "arm": "scale_3000", "samples": 3000, "points": 11760000, "best_val_loss": 0.29562093019485475, "Affiliation-F": 0.27190405017097413, "F1_T": 0.27190405017097413, "Standard-F1": 0.27190405017097413, "VUS-PR": 0.2497031037917982 }, { "arm": "scale_9000", "samples": 9000, "points": 35280000, "best_val_loss": 0.2114131361246109, "Affiliation-F": 0.45809959626880686, "F1_T": 0.45809959626880686, "Standard-F1": 0.45809959626880686, "VUS-PR": 0.6130390115046325 } ], "elapsed_seconds": 1659.87, "note": "Reduced scaling run: nested synthetic-RCD sample counts, checkpoint-free, same architecture/loss." }