{ "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.006 }, "sweep": [ { "cfg": { "lr": 0.0015 }, "mean": 0.00198724222718738 }, { "cfg": { "lr": 0.003 }, "mean": 0.0013494549202732742 }, { "cfg": { "lr": 0.006 }, "mean": 0.0007156882056733593 } ], "full": { "mean": 0.0006826339049439412, "std": 0.0002001734108210113, "per_seed": [ 0.0008196589769795537, 0.0005301681812852621, 0.000536333944182843, 0.0009765917202457786, 0.0009811640484258533, 0.0005039663519710302, 0.0006512094405479729, 0.00046197857591323555 ], "n": 8 } }, "idea": { "mean": 0.0005652364307024982, "std": 0.00019911234856491642, "per_seed": [ 0.0006373166106641293, 0.0004831327241845429, 0.0003901786112692207, 0.0008194606634788215, 0.0009116221335716546, 0.0003751792246475816, 0.0005717286258004606, 0.00033327285200357437 ], "n": 8 }, "comparison": { "delta_mean": -0.00011739747424144298, "idea_wins": 8, "n_pairs": 8, "per_seed_diffs": [ -0.00018234236631542444, -4.7035457100719213e-05, -0.00014615533291362226, -0.00015713105676695704, -6.95419148541987e-05, -0.00012878712732344866, -7.948081474751234e-05, -0.00012870572390966117 ], "p_value": 0.0081, "mde": 3.942211076832542e-05, "mde_rel_pct": 5.775000403995876, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "mechanism_signature": { "prediction": "encoder-reset should suppress state sensitivity; final perturbation ratio < 1", "observed": [ { "mode": "carry", "test_mse": 0.001019460498355329, "observed_context_to_final_state_ratio": 0.008399932645261288 }, { "mode": "reset", "test_mse": 0.0011074204230681062, "observed_context_to_final_state_ratio": 0.008114841766655445 } ], "confirmed": true }, "idea_sweep": { "0.0015": { "mean": 0.001871054424555041, "std": 0.0004904266878392466, "per_seed": [ 0.0014404993271455169, 0.001380899571813643, 0.0018803070997819304, 0.0025381247978657484, 0.0022744236048310995, 0.001058555906638503, 0.0021054912358522415, 0.0022901338525116444 ], "n": 8 }, "0.003": { "mean": 0.0011377038972568698, "std": 0.00018237536205938462, "per_seed": [ 0.0011074204230681062, 0.0010416923323646188, 0.0010215630754828453, 0.0014193312963470817, 0.0012926014605909586, 0.0008008744916878641, 0.001297146431170404, 0.00112100166734308 ], "n": 8 }, "0.006": { "mean": 0.0005652364307024982, "std": 0.00019911234856491642, "per_seed": [ 0.0006373166106641293, 0.0004831327241845429, 0.0003901786112692207, 0.0008194606634788215, 0.0009116221335716546, 0.0003751792246475816, 0.0005717286258004606, 0.00033327285200357437 ], "n": 8 } }, "chosen_lr": 0.006 }, "protocol_notes": "8 paired seeds; baseline sweep and idea sweep share lr union; n_train=400, n_test=160, 18 epochs, batch 128." }