{
  "status": "exploratory 350-step pilot, NOT preregistered or a Transformer comparison",
  "seed_count": 3,
  "seeds": [
    41,
    97,
    127
  ],
  "training": {
    "steps": 350,
    "batch_size": 64,
    "sequence_length": 24,
    "train_distribution": "alternating independent/grouped8",
    "test_episodes_per_scenario_length_seed": 512
  },
  "readers": {
    "phase_graph:ratio": "64B learned phase writer and query-selected ratio read",
    "phase_fixed_router:ratio": "64B same-initialized but frozen writer/read routes",
    "phase_graph:direct_addressed": "64B read one source phase directly (stronger access, same value as ratio)",
    "phase_graph:paired": "64B two full ordered complex waves",
    "phase_graph:learned_order_policy": "64B query-conditioned AB/BA mixture",
    "phase_graph:fixed_route": "64B query-independent path mixture",
    "window_attention:attention": "64B learned attention reader over last 32 raw records",
    "exact_window_64B:last_match": "64B latest exact matching record within last32",
    "gru:gru": "64B trained GRU",
    "fast_weight:fast_weight": "64B trained fast-weight matrix",
    "indexed_bit_table_16B:exact": "16B oracle exact known-key table"
  },
  "mean_records": [
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.524089,
      "accuracy_range": [
        0.515625,
        0.529297
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.593099,
      "accuracy_range": [
        0.582031,
        0.605469
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.954427,
      "accuracy_range": [
        0.947266,
        0.958984
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.546875,
      "accuracy_range": [
        0.525391,
        0.568359
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.764323,
      "accuracy_range": [
        0.748047,
        0.775391
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.916667,
      "accuracy_range": [
        0.902344,
        0.923828
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.954427,
      "accuracy_range": [
        0.947266,
        0.958984
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.823568,
      "accuracy_range": [
        0.802734,
        0.839844
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.917318,
      "accuracy_range": [
        0.892578,
        0.931641
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.558594,
      "accuracy_range": [
        0.533203,
        0.583984
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.71875,
      "accuracy_range": [
        0.681641,
        0.785156
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.913412,
      "accuracy_range": [
        0.908203,
        0.916016
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.917318,
      "accuracy_range": [
        0.892578,
        0.931641
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.786458,
      "accuracy_range": [
        0.732422,
        0.857422
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 16,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.975911,
      "accuracy_range": [
        0.974609,
        0.976562
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.50651,
      "accuracy_range": [
        0.498047,
        0.513672
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.547526,
      "accuracy_range": [
        0.515625,
        0.566406
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.921875,
      "accuracy_range": [
        0.910156,
        0.935547
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.503906,
      "accuracy_range": [
        0.490234,
        0.511719
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.654948,
      "accuracy_range": [
        0.646484,
        0.666016
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.853516,
      "accuracy_range": [
        0.824219,
        0.90625
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.921875,
      "accuracy_range": [
        0.910156,
        0.935547
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.710938,
      "accuracy_range": [
        0.701172,
        0.716797
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.878906,
      "accuracy_range": [
        0.857422,
        0.902344
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.509114,
      "accuracy_range": [
        0.486328,
        0.535156
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.625651,
      "accuracy_range": [
        0.59375,
        0.660156
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.858073,
      "accuracy_range": [
        0.816406,
        0.890625
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.878906,
      "accuracy_range": [
        0.857422,
        0.902344
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.695964,
      "accuracy_range": [
        0.652344,
        0.742188
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 32,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.965495,
      "accuracy_range": [
        0.953125,
        0.974609
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.806966,
      "accuracy_range": [
        0.789062,
        0.830078
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.48112,
      "accuracy_range": [
        0.472656,
        0.492188
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.526693,
      "accuracy_range": [
        0.503906,
        0.541016
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.858724,
      "accuracy_range": [
        0.849609,
        0.869141
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.516276,
      "accuracy_range": [
        0.507812,
        0.53125
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.582031,
      "accuracy_range": [
        0.544922,
        0.623047
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.753906,
      "accuracy_range": [
        0.703125,
        0.787109
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.858724,
      "accuracy_range": [
        0.849609,
        0.869141
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.634115,
      "accuracy_range": [
        0.607422,
        0.667969
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.847005,
      "accuracy_range": [
        0.841797,
        0.855469
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.513021,
      "accuracy_range": [
        0.498047,
        0.525391
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.586589,
      "accuracy_range": [
        0.542969,
        0.65625
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.810547,
      "accuracy_range": [
        0.744141,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.847005,
      "accuracy_range": [
        0.841797,
        0.855469
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.61849,
      "accuracy_range": [
        0.585938,
        0.660156
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 64,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.794271,
      "accuracy_range": [
        0.769531,
        0.822266
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.734375,
      "accuracy_range": [
        0.727539,
        0.74707
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.484375,
      "accuracy_range": [
        0.451172,
        0.505859
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.546875,
      "accuracy_range": [
        0.521484,
        0.585938
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.838542,
      "accuracy_range": [
        0.826172,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.501953,
      "accuracy_range": [
        0.5,
        0.505859
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.556641,
      "accuracy_range": [
        0.542969,
        0.570312
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.735026,
      "accuracy_range": [
        0.701172,
        0.757812
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.838542,
      "accuracy_range": [
        0.826172,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.59375,
      "accuracy_range": [
        0.558594,
        0.626953
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.809245,
      "accuracy_range": [
        0.802734,
        0.814453
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.504557,
      "accuracy_range": [
        0.492188,
        0.519531
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.546875,
      "accuracy_range": [
        0.494141,
        0.609375
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.759766,
      "accuracy_range": [
        0.671875,
        0.8125
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.809245,
      "accuracy_range": [
        0.802734,
        0.814453
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.595052,
      "accuracy_range": [
        0.574219,
        0.609375
      ],
      "seed_count": 3
    },
    {
      "scenario": "broken_group",
      "length": 96,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.708333,
      "accuracy_range": [
        0.697266,
        0.720703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.504557,
      "accuracy_range": [
        0.460938,
        0.5625
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.619792,
      "accuracy_range": [
        0.601562,
        0.654297
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.957031,
      "accuracy_range": [
        0.951172,
        0.962891
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.591797,
      "accuracy_range": [
        0.554688,
        0.638672
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.772135,
      "accuracy_range": [
        0.736328,
        0.796875
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.917318,
      "accuracy_range": [
        0.898438,
        0.933594
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.957031,
      "accuracy_range": [
        0.951172,
        0.962891
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.824219,
      "accuracy_range": [
        0.78125,
        0.849609
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.930989,
      "accuracy_range": [
        0.923828,
        0.941406
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.579427,
      "accuracy_range": [
        0.556641,
        0.603516
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.726562,
      "accuracy_range": [
        0.652344,
        0.802734
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.923177,
      "accuracy_range": [
        0.910156,
        0.939453
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.930989,
      "accuracy_range": [
        0.923828,
        0.941406
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.792318,
      "accuracy_range": [
        0.755859,
        0.830078
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 16,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.526041,
      "accuracy_range": [
        0.490234,
        0.548828
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.631511,
      "accuracy_range": [
        0.617188,
        0.648438
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.927083,
      "accuracy_range": [
        0.917969,
        0.939453
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.565104,
      "accuracy_range": [
        0.517578,
        0.595703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.643229,
      "accuracy_range": [
        0.625,
        0.673828
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.843099,
      "accuracy_range": [
        0.798828,
        0.876953
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.927083,
      "accuracy_range": [
        0.917969,
        0.939453
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.716146,
      "accuracy_range": [
        0.699219,
        0.734375
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.898437,
      "accuracy_range": [
        0.882812,
        0.908203
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.578125,
      "accuracy_range": [
        0.537109,
        0.613281
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.649088,
      "accuracy_range": [
        0.623047,
        0.693359
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.860026,
      "accuracy_range": [
        0.792969,
        0.902344
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.898437,
      "accuracy_range": [
        0.882812,
        0.908203
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.692708,
      "accuracy_range": [
        0.666016,
        0.722656
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 32,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.795573,
      "accuracy_range": [
        0.788086,
        0.801758
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.498698,
      "accuracy_range": [
        0.470703,
        0.554688
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.604167,
      "accuracy_range": [
        0.568359,
        0.654297
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.858073,
      "accuracy_range": [
        0.833984,
        0.878906
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.563151,
      "accuracy_range": [
        0.523438,
        0.585938
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.597005,
      "accuracy_range": [
        0.587891,
        0.609375
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.766927,
      "accuracy_range": [
        0.703125,
        0.832031
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.858073,
      "accuracy_range": [
        0.833984,
        0.878906
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.63737,
      "accuracy_range": [
        0.621094,
        0.65625
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.836589,
      "accuracy_range": [
        0.826172,
        0.857422
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.565104,
      "accuracy_range": [
        0.556641,
        0.580078
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.580078,
      "accuracy_range": [
        0.523438,
        0.638672
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.788411,
      "accuracy_range": [
        0.708984,
        0.830078
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.836589,
      "accuracy_range": [
        0.826172,
        0.857422
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.606771,
      "accuracy_range": [
        0.578125,
        0.630859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 64,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.817708,
      "accuracy_range": [
        0.814453,
        0.824219
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.741862,
      "accuracy_range": [
        0.726562,
        0.750977
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.505208,
      "accuracy_range": [
        0.490234,
        0.513672
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.613281,
      "accuracy_range": [
        0.597656,
        0.632812
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.852213,
      "accuracy_range": [
        0.84375,
        0.861328
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.552734,
      "accuracy_range": [
        0.539062,
        0.564453
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.557943,
      "accuracy_range": [
        0.525391,
        0.580078
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.741536,
      "accuracy_range": [
        0.6875,
        0.800781
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.852213,
      "accuracy_range": [
        0.84375,
        0.861328
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.606771,
      "accuracy_range": [
        0.589844,
        0.632812
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.832031,
      "accuracy_range": [
        0.824219,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.563151,
      "accuracy_range": [
        0.535156,
        0.597656
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.572917,
      "accuracy_range": [
        0.525391,
        0.644531
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.78711,
      "accuracy_range": [
        0.710938,
        0.826172
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.832031,
      "accuracy_range": [
        0.824219,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.608724,
      "accuracy_range": [
        0.566406,
        0.652344
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped",
      "length": 96,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.766927,
      "accuracy_range": [
        0.751953,
        0.777344
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.522136,
      "accuracy_range": [
        0.464844,
        0.589844
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.671875,
      "accuracy_range": [
        0.664062,
        0.681641
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.961589,
      "accuracy_range": [
        0.957031,
        0.964844
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.611328,
      "accuracy_range": [
        0.580078,
        0.634766
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.78125,
      "accuracy_range": [
        0.755859,
        0.798828
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.919922,
      "accuracy_range": [
        0.902344,
        0.941406
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.961589,
      "accuracy_range": [
        0.957031,
        0.964844
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.832682,
      "accuracy_range": [
        0.814453,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.927734,
      "accuracy_range": [
        0.912109,
        0.949219
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.608073,
      "accuracy_range": [
        0.582031,
        0.646484
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.735026,
      "accuracy_range": [
        0.685547,
        0.822266
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.92513,
      "accuracy_range": [
        0.910156,
        0.941406
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.927734,
      "accuracy_range": [
        0.912109,
        0.949219
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.799479,
      "accuracy_range": [
        0.759766,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 16,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.486328,
      "accuracy_range": [
        0.451172,
        0.517578
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.642578,
      "accuracy_range": [
        0.619141,
        0.660156
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.938802,
      "accuracy_range": [
        0.933594,
        0.945312
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.602214,
      "accuracy_range": [
        0.597656,
        0.605469
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.697266,
      "accuracy_range": [
        0.685547,
        0.720703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.864583,
      "accuracy_range": [
        0.849609,
        0.890625
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.938802,
      "accuracy_range": [
        0.933594,
        0.945312
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.751302,
      "accuracy_range": [
        0.732422,
        0.767578
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.912109,
      "accuracy_range": [
        0.896484,
        0.919922
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.594401,
      "accuracy_range": [
        0.566406,
        0.623047
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.652344,
      "accuracy_range": [
        0.576172,
        0.755859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.874349,
      "accuracy_range": [
        0.835938,
        0.894531
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.912109,
      "accuracy_range": [
        0.896484,
        0.919922
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.697917,
      "accuracy_range": [
        0.640625,
        0.769531
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 32,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.815104,
      "accuracy_range": [
        0.814453,
        0.81543
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.496094,
      "accuracy_range": [
        0.46875,
        0.537109
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.649739,
      "accuracy_range": [
        0.628906,
        0.675781
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.893229,
      "accuracy_range": [
        0.876953,
        0.90625
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.580078,
      "accuracy_range": [
        0.552734,
        0.605469
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.598958,
      "accuracy_range": [
        0.582031,
        0.621094
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.777995,
      "accuracy_range": [
        0.744141,
        0.820312
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.893229,
      "accuracy_range": [
        0.876953,
        0.90625
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.645833,
      "accuracy_range": [
        0.630859,
        0.669922
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.85612,
      "accuracy_range": [
        0.824219,
        0.880859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.608724,
      "accuracy_range": [
        0.59375,
        0.636719
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.630859,
      "accuracy_range": [
        0.582031,
        0.703125
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.805338,
      "accuracy_range": [
        0.740234,
        0.841797
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.85612,
      "accuracy_range": [
        0.824219,
        0.880859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.658203,
      "accuracy_range": [
        0.625,
        0.685547
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 64,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.841797,
      "accuracy_range": [
        0.837891,
        0.849609
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.737305,
      "accuracy_range": [
        0.728516,
        0.742188
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.52474,
      "accuracy_range": [
        0.509766,
        0.533203
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.638672,
      "accuracy_range": [
        0.625,
        0.650391
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.859375,
      "accuracy_range": [
        0.832031,
        0.880859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.592448,
      "accuracy_range": [
        0.576172,
        0.613281
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.589193,
      "accuracy_range": [
        0.560547,
        0.621094
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.732422,
      "accuracy_range": [
        0.667969,
        0.773438
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.859375,
      "accuracy_range": [
        0.832031,
        0.880859
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.625,
      "accuracy_range": [
        0.609375,
        0.650391
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.837891,
      "accuracy_range": [
        0.822266,
        0.849609
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.606771,
      "accuracy_range": [
        0.591797,
        0.623047
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.601563,
      "accuracy_range": [
        0.53125,
        0.669922
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.784505,
      "accuracy_range": [
        0.720703,
        0.845703
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.837891,
      "accuracy_range": [
        0.822266,
        0.849609
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.63737,
      "accuracy_range": [
        0.609375,
        0.667969
      ],
      "seed_count": 3
    },
    {
      "scenario": "grouped16",
      "length": 96,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.804687,
      "accuracy_range": [
        0.789062,
        0.833984
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.506511,
      "accuracy_range": [
        0.478516,
        0.542969
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.609375,
      "accuracy_range": [
        0.582031,
        0.625
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.958333,
      "accuracy_range": [
        0.953125,
        0.964844
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.546875,
      "accuracy_range": [
        0.523438,
        0.560547
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.752604,
      "accuracy_range": [
        0.734375,
        0.761719
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.91862,
      "accuracy_range": [
        0.902344,
        0.943359
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.958333,
      "accuracy_range": [
        0.953125,
        0.964844
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.815755,
      "accuracy_range": [
        0.802734,
        0.832031
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.910156,
      "accuracy_range": [
        0.900391,
        0.923828
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.534505,
      "accuracy_range": [
        0.488281,
        0.589844
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.714844,
      "accuracy_range": [
        0.662109,
        0.794922
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.902995,
      "accuracy_range": [
        0.888672,
        0.912109
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.910156,
      "accuracy_range": [
        0.900391,
        0.923828
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.771484,
      "accuracy_range": [
        0.720703,
        0.837891
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 16,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.97526,
      "accuracy_range": [
        0.96875,
        0.982422
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.504557,
      "accuracy_range": [
        0.488281,
        0.521484
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.546224,
      "accuracy_range": [
        0.515625,
        0.580078
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.91862,
      "accuracy_range": [
        0.908203,
        0.935547
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.496094,
      "accuracy_range": [
        0.482422,
        0.503906
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.656901,
      "accuracy_range": [
        0.621094,
        0.677734
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.845052,
      "accuracy_range": [
        0.828125,
        0.867188
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.91862,
      "accuracy_range": [
        0.908203,
        0.935547
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.722005,
      "accuracy_range": [
        0.705078,
        0.740234
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.891927,
      "accuracy_range": [
        0.873047,
        0.914062
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.529297,
      "accuracy_range": [
        0.507812,
        0.570312
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.627604,
      "accuracy_range": [
        0.583984,
        0.699219
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.871745,
      "accuracy_range": [
        0.847656,
        0.892578
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.891927,
      "accuracy_range": [
        0.873047,
        0.914062
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.689453,
      "accuracy_range": [
        0.654297,
        0.751953
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 32,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.960286,
      "accuracy_range": [
        0.949219,
        0.976562
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.805339,
      "accuracy_range": [
        0.804688,
        0.805664
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.5,
      "accuracy_range": [
        0.472656,
        0.529297
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.553385,
      "accuracy_range": [
        0.541016,
        0.570312
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.86263,
      "accuracy_range": [
        0.849609,
        0.873047
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.518881,
      "accuracy_range": [
        0.509766,
        0.523438
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.582031,
      "accuracy_range": [
        0.546875,
        0.630859
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.769532,
      "accuracy_range": [
        0.730469,
        0.804688
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.86263,
      "accuracy_range": [
        0.849609,
        0.873047
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.641276,
      "accuracy_range": [
        0.597656,
        0.673828
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.823568,
      "accuracy_range": [
        0.806641,
        0.839844
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.521484,
      "accuracy_range": [
        0.515625,
        0.527344
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.552735,
      "accuracy_range": [
        0.509766,
        0.621094
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.795573,
      "accuracy_range": [
        0.744141,
        0.824219
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.823568,
      "accuracy_range": [
        0.806641,
        0.839844
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.618489,
      "accuracy_range": [
        0.583984,
        0.664062
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 64,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.777344,
      "accuracy_range": [
        0.773438,
        0.783203
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 0.743164,
      "accuracy_range": [
        0.739258,
        0.748047
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.498698,
      "accuracy_range": [
        0.486328,
        0.513672
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.514323,
      "accuracy_range": [
        0.494141,
        0.550781
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 0.823568,
      "accuracy_range": [
        0.804688,
        0.841797
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.500651,
      "accuracy_range": [
        0.462891,
        0.53125
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.531901,
      "accuracy_range": [
        0.519531,
        0.548828
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.701823,
      "accuracy_range": [
        0.660156,
        0.742188
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 0.823568,
      "accuracy_range": [
        0.804688,
        0.841797
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.578125,
      "accuracy_range": [
        0.566406,
        0.591797
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.804687,
      "accuracy_range": [
        0.796875,
        0.820312
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.527995,
      "accuracy_range": [
        0.505859,
        0.552734
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.547526,
      "accuracy_range": [
        0.496094,
        0.630859
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.764323,
      "accuracy_range": [
        0.695312,
        0.822266
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.804687,
      "accuracy_range": [
        0.796875,
        0.820312
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.587891,
      "accuracy_range": [
        0.554688,
        0.640625
      ],
      "seed_count": 3
    },
    {
      "scenario": "independent",
      "length": 96,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.725911,
      "accuracy_range": [
        0.701172,
        0.753906
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.520182,
      "accuracy_range": [
        0.470703,
        0.554688
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.479818,
      "accuracy_range": [
        0.466797,
        0.503906
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.545573,
      "accuracy_range": [
        0.535156,
        0.5625
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.816406,
      "accuracy_range": [
        0.8125,
        0.818359
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.966797,
      "accuracy_range": [
        0.951172,
        0.986328
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.876302,
      "accuracy_range": [
        0.871094,
        0.882812
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.966797,
      "accuracy_range": [
        0.949219,
        0.978516
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.533203,
      "accuracy_range": [
        0.496094,
        0.582031
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.768229,
      "accuracy_range": [
        0.695312,
        0.861328
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.955729,
      "accuracy_range": [
        0.947266,
        0.966797
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.966797,
      "accuracy_range": [
        0.949219,
        0.978516
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.822265,
      "accuracy_range": [
        0.757812,
        0.894531
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 16,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.773437,
      "accuracy_range": [
        0.732422,
        0.820312
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.528646,
      "accuracy_range": [
        0.492188,
        0.546875
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.518229,
      "accuracy_range": [
        0.513672,
        0.523438
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.533203,
      "accuracy_range": [
        0.521484,
        0.554688
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.708984,
      "accuracy_range": [
        0.685547,
        0.722656
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.913412,
      "accuracy_range": [
        0.869141,
        0.962891
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.794271,
      "accuracy_range": [
        0.785156,
        0.798828
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.962891,
      "accuracy_range": [
        0.935547,
        0.986328
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.527995,
      "accuracy_range": [
        0.494141,
        0.554688
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.667317,
      "accuracy_range": [
        0.601562,
        0.755859
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.934896,
      "accuracy_range": [
        0.902344,
        0.958984
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.962891,
      "accuracy_range": [
        0.935547,
        0.986328
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.740885,
      "accuracy_range": [
        0.695312,
        0.824219
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 32,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.701172,
      "accuracy_range": [
        0.65625,
        0.728516
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.542969,
      "accuracy_range": [
        0.494141,
        0.576172
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.528646,
      "accuracy_range": [
        0.519531,
        0.541016
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.529297,
      "accuracy_range": [
        0.513672,
        0.544922
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.611328,
      "accuracy_range": [
        0.576172,
        0.648438
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.856771,
      "accuracy_range": [
        0.808594,
        0.898438
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.697266,
      "accuracy_range": [
        0.662109,
        0.730469
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.955078,
      "accuracy_range": [
        0.925781,
        0.984375
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.514323,
      "accuracy_range": [
        0.501953,
        0.53125
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.611979,
      "accuracy_range": [
        0.560547,
        0.683594
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.906901,
      "accuracy_range": [
        0.828125,
        0.957031
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.955078,
      "accuracy_range": [
        0.925781,
        0.984375
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.690104,
      "accuracy_range": [
        0.667969,
        0.734375
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 64,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.809245,
      "accuracy_range": [
        0.771484,
        0.849609
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "exact_window_64B",
      "readout": "last_match",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "fast_weight",
      "readout": "fast_weight",
      "accuracy_mean": 0.524089,
      "accuracy_range": [
        0.486328,
        0.574219
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "gru",
      "readout": "gru",
      "accuracy_mean": 0.49349,
      "accuracy_range": [
        0.466797,
        0.53125
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "indexed_bit_table_16B",
      "readout": "exact",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "direct_addressed",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "fixed_route",
      "accuracy_mean": 0.534505,
      "accuracy_range": [
        0.53125,
        0.539062
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.574219,
      "accuracy_range": [
        0.529297,
        0.623047
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "paired",
      "accuracy_mean": 0.825521,
      "accuracy_range": [
        0.71875,
        0.908203
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "ratio",
      "accuracy_mean": 1.0,
      "accuracy_range": [
        1.0,
        1.0
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_fixed_router",
      "readout": "single",
      "accuracy_mean": 0.632162,
      "accuracy_range": [
        0.609375,
        0.666016
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "direct_addressed",
      "accuracy_mean": 0.96875,
      "accuracy_range": [
        0.951172,
        0.980469
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "fixed_route",
      "accuracy_mean": 0.544922,
      "accuracy_range": [
        0.519531,
        0.574219
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "learned_order_policy",
      "accuracy_mean": 0.593099,
      "accuracy_range": [
        0.546875,
        0.667969
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "paired",
      "accuracy_mean": 0.898437,
      "accuracy_range": [
        0.806641,
        0.945312
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "ratio",
      "accuracy_mean": 0.96875,
      "accuracy_range": [
        0.951172,
        0.980469
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "phase_graph",
      "readout": "single",
      "accuracy_mean": 0.628906,
      "accuracy_range": [
        0.601562,
        0.677734
      ],
      "seed_count": 3
    },
    {
      "scenario": "rewrite",
      "length": 96,
      "model": "window_attention",
      "readout": "attention",
      "accuracy_mean": 0.884115,
      "accuracy_range": [
        0.869141,
        0.900391
      ],
      "seed_count": 3
    }
  ],
  "diagnostics_by_seed": [
    {
      "seed": 41,
      "writer_route_entropy_nats": 4.12919282913208,
      "distinct_writer_top_sites": 56,
      "mean_writer_site_probability": 0.027231603860855103,
      "read_write_top_site_agreement": 0.9296875,
      "mean_order_ab_probability": 0.6025132536888123,
      "mean_order_confidence": 0.6029453277587891,
      "writer_top_sites_changed_during_training": 31,
      "key_count": 128,
      "ratio_minus_direct_max_complex_abs": 4.805480102731963e-07
    },
    {
      "seed": 97,
      "writer_route_entropy_nats": 4.125953197479248,
      "distinct_writer_top_sites": 55,
      "mean_writer_site_probability": 0.030733933672308922,
      "read_write_top_site_agreement": 0.953125,
      "mean_order_ab_probability": 0.578008770942688,
      "mean_order_confidence": 0.5802090167999268,
      "writer_top_sites_changed_during_training": 15,
      "key_count": 128,
      "ratio_minus_direct_max_complex_abs": 1.087682676370605e-06
    },
    {
      "seed": 127,
      "writer_route_entropy_nats": 4.128005504608154,
      "distinct_writer_top_sites": 61,
      "mean_writer_site_probability": 0.02891424484550953,
      "read_write_top_site_agreement": 0.875,
      "mean_order_ab_probability": 0.5659079551696777,
      "mean_order_confidence": 0.5711196660995483,
      "writer_top_sites_changed_during_training": 38,
      "key_count": 128,
      "ratio_minus_direct_max_complex_abs": 9.707508752399008e-07
    }
  ],
  "interpretation": [
    "Trained routing did not beat same-initialization frozen routing at 350 steps; geometry-learning PASS failed.",
    "Phase-ratio readout equals direct-site phase for selected hard path; no extra information demonstrated.",
    "Phase memory beats some weak trained baselines on longer streams but never exact 16-byte bitset.",
    "The fixed known key alphabet offers an exceptionally strong indexing prior.",
    "Learned order-mixture did not prove a useful ordering advantage.",
    "This is not an end-of-Transformer architecture result."
  ]
}
