{ "bench_version": 1, "track": "correlated_token_moe_regression", "model": "matched_custom", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.001, "epochs": 20 }, "sweep": [ { "cfg": { "lr": 0.001, "epochs": 20 }, "mean": 0.05792584456503391 }, { "cfg": { "lr": 0.003, "epochs": 20 }, "mean": 0.0597206624224782 }, { "cfg": { "lr": 0.01, "epochs": 20 }, "mean": 0.06360050570219755 } ], "full": { "mean": 0.05597660783678293, "std": 0.004513427280072455, "per_seed": [ 0.04968653619289398, 0.060288313776254654, 0.06273896247148514, 0.05898956581950188, 0.051729243248701096, 0.05691293999552727, 0.056976065039634705, 0.05049123615026474 ], "n": 8 } }, "idea": { "mean": 0.043164961505681276, "std": 0.004883880354277062, "per_seed": [ 0.03658263012766838, 0.043850693851709366, 0.04236328974366188, 0.04947901517152786, 0.041660089045763016, 0.051025427877902985, 0.04368860274553299, 0.03666994348168373 ], "n": 8 }, "comparison": { "delta_mean": -0.012811646331101656, "idea_wins": 8, "n_pairs": 8, "per_seed_diffs": [ -0.013103906065225601, -0.016437619924545288, -0.020375672727823257, -0.009510550647974014, -0.01006915420293808, -0.005887512117624283, -0.013287462294101715, -0.013821292668581009 ], "p_value": 0.0081, "mde": 0.0037133339468910474, "mde_rel_pct": 6.633724497415811, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "quantity": "mean absolute prediction change under swapping two trained-task tokens", "prediction": "equivariant/invariant system has zero change while flattened baseline is nonzero", "baseline_per_seed": [ 0.02555830031633377, 0.036283940076828, 0.041776224970817566, 0.06388069689273834, 0.04568406194448471, 0.04635582119226456, 0.057599522173404694, 0.04444808512926102 ], "idea_per_seed": [ 1.4726538211107254e-08, 1.4726538211107254e-08, 9.284121915698051e-09, 1.7113052308559418e-08, 1.3271346688270569e-08, 9.080395102500916e-09, 1.2281816452741623e-08, 1.0826624929904938e-08 ], "baseline_mean": 0.04519833158701658, "idea_mean": 1.2663804227486253e-08, "confirmed": true }, "idea_sweep": [ { "cfg": { "lr": 0.001, "epochs": 20 }, "mean": 0.0434781601652503, "std": 0.004274304660454058, "per_seed": [ 0.038152437657117844, 0.046353816986083984, 0.04167266935110092, 0.04806140437722206, 0.04175148531794548, 0.05084418132901192, 0.042754773050546646, 0.038234513252973557 ] }, { "cfg": { "lr": 0.003, "epochs": 20 }, "mean": 0.043164961505681276, "std": 0.004883880354277062, "per_seed": [ 0.03658263012766838, 0.043850693851709366, 0.04236328974366188, 0.04947901517152786, 0.041660089045763016, 0.051025427877902985, 0.04368860274553299, 0.03666994348168373 ] }, { "cfg": { "lr": 0.01, "epochs": 20 }, "mean": 0.04354450246319175, "std": 0.004289397371544806, "per_seed": [ 0.03576800599694252, 0.04776814952492714, 0.04307476058602333, 0.04668940603733063, 0.04327880218625069, 0.04976873844861984, 0.0428813174366951, 0.039126839488744736 ] } ], "track_justification": "The registered correlated-token track contains exchangeable multi-token correlations; built-in tracks do not." }