Implicit Higher-Order TPR Memory / bench_report.json

Mechanism confirmed, baseline not beaten

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  1{
  2  "bench_version": 1,
  3  "track": "sequence",
  4  "model": "shared_transformer_token_attention",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
  8    "best_cfg": {
  9      "lr": 0.003,
 10      "tau": 0.25
 11    },
 12    "sweep": [
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 16          "tau": 0.25
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 18        "mean": 1.0073408037424088
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 20      {
 21        "cfg": {
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 23          "tau": 0.5
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 25        "mean": 1.0072430819272995
 26      },
 27      {
 28        "cfg": {
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 30          "tau": 0.25
 31        },
 32        "mean": 0.9897160083055496
 33      },
 34      {
 35        "cfg": {
 36          "lr": 0.003,
 37          "tau": 0.5
 38        },
 39        "mean": 0.9971326589584351
 40      },
 41      {
 42        "cfg": {
 43          "lr": 0.01,
 44          "tau": 0.25
 45        },
 46        "mean": 1.041932761669159
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 48      {
 49        "cfg": {
 50          "lr": 0.01,
 51          "tau": 0.5
 52        },
 53        "mean": 1.0047774612903595
 54      }
 55    ],
 56    "full": {
 57      "mean": 1.0231029689311981,
 58      "std": 0.11072729156070826,
 59      "per_seed": [
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 61        0.8335484266281128,
 62        1.1223986148834229,
 63        1.0089685916900635,
 64        0.9049072861671448,
 65        1.0517245531082153,
 66        1.2106995582580566,
 67        1.0586283206939697
 68      ],
 69      "n": 8
 70    }
 71  },
 72  "idea": {
 73    "mean": 1.0160572454333305,
 74    "std": 0.10683002426665564,
 75    "per_seed": [
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 78      1.1297253370285034,
 79      1.0210782289505005,
 80      0.8922733664512634,
 81      1.0258088111877441,
 82      1.2052284479141235,
 83      1.0221619606018066
 84    ],
 85    "n": 8
 86  },
 87  "comparison": {
 88    "delta_mean": -0.007045723497867584,
 89    "idea_wins": 5,
 90    "n_pairs": 8,
 91    "per_seed_diffs": [
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 94      0.007326722145080566,
 95      0.012109637260437012,
 96      -0.012633919715881348,
 97      -0.02591574192047119,
 98      -0.0054711103439331055,
 99      -0.036466360092163086
100    ],
101    "p_value": 0.34205,
102    "mde": 0.016858466245238783,
103    "mde_rel_pct": 1.6477780592162945,
104    "verdict": "no measurable effect",
105    "system_worked": false
106  },
107  "idea_best_cfg": {
108    "lr": 0.003,
109    "tau": 0.25
110  },
111  "idea_configs": [
112    {
113      "cfg": {
114        "lr": 0.001,
115        "tau": 0.25
116      },
117      "mean": 1.0335221663117409
118    },
119    {
120      "cfg": {
121        "lr": 0.003,
122        "tau": 0.25
123      },
124      "mean": 1.0160572454333305
125    },
126    {
127      "cfg": {
128        "lr": 0.01,
129        "tau": 0.25
130      },
131      "mean": 1.0669345706701279
132    }
133  ],
134  "runtime_sec": 50.11480712890625,
135  "mechanism_signature": {
136    "prediction": "two-factor contraction equals product of trained token-query similarities",
137    "predicted_max_abs_error": 0.0,
138    "observed_max_abs_error": 0.0,
139    "predicted_correlation": 1.0,
140    "observed_correlation": 0.9999999403953552,
141    "confirmed": true
142  },
143  "track_justification": "Sequence forecast has multi-token correlations; conjunction attention operates over token roles/factors.",
144  "custom_track": null
145}