{ "bench_version": 1, "track": "conditional_multitoken_diffusion", "model": "shared_encoder_mlp", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "epochs": 12 }, "sweep": [ { "cfg": { "lr": 0.001, "epochs": 12 }, "mean": 0.390290267765522 }, { "cfg": { "lr": 0.003, "epochs": 12 }, "mean": 0.3733091354370117 }, { "cfg": { "lr": 0.01, "epochs": 12 }, "mean": 0.36269813030958176 } ], "full": { "mean": 0.3607390485703945, "std": 0.01654029145653189, "per_seed": [ 0.37062346935272217, 0.32732465863227844, 0.3899999260902405, 0.36284446716308594, 0.3566600978374481, 0.3669852316379547, 0.3537239730358124, 0.3577505648136139 ], "n": 8 } }, "idea": { "per_seed": [ 0.829505980014801, 0.8032728433609009, 0.6855372190475464, 0.7373040318489075, 0.7540731430053711, 0.773855447769165, 0.7264139652252197, 0.7292614579200745 ], "mean": 0.7549030110239983, "std": 0.046067620085947815 }, "comparison": { "delta_mean": 0.39416396245360374, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 0.45888251066207886, 0.47594818472862244, 0.2955372929573059, 0.37445956468582153, 0.397413045167923, 0.4068702161312103, 0.37268999218940735, 0.37151089310646057 ], "p_value": 0.0081, "mde": 0.047023554672292786, "mde_rel_pct": 13.03533810898673, "verdict": "idea worse (significant)", "system_worked": false }, "mechanism_signature": { "mechanism_signature": { "observed_token_std": 0.7545899152755737, "predicted_token_std": 0.7607559561729431, "observed_sample_mean_std": 0.14106108248233795, "predicted_sample_mean_std": 0.1528526395559311, "confirmed": true }, "idea_lambda": 8.0, "idea_runs": [ { "lambda": 0.0, "result": { "per_seed": [ 0.924494743347168, 1.0625691413879395, 0.7344903349876404, 0.912911593914032, 0.8331963419914246, 0.8818286657333374, 0.8657779693603516, 0.7827775478363037 ], "mean": 0.8747557923197746, "std": 0.09942397904692929 } }, { "lambda": 2.0, "result": { "per_seed": [ 0.871182918548584, 0.8115776777267456, 0.6836869716644287, 0.7553004026412964, 0.7379289865493774, 0.782780110836029, 0.7276151776313782, 0.7247848510742188 ], "mean": 0.7618571370840073, "std": 0.058718477961378 } }, { "lambda": 8.0, "result": { "per_seed": [ 0.829505980014801, 0.8032728433609009, 0.6855372190475464, 0.7373040318489075, 0.7540731430053711, 0.773855447769165, 0.7264139652252197, 0.7292614579200745 ], "mean": 0.7549030110239983, "std": 0.046067620085947815 } } ] } }