{
  "cross_currier_transport": {
    "A->B": {
      "beats_global_95th": true,
      "complexity_bits_per_token": 0.02095611555225046,
      "order": 1,
      "penalized_gain_bits_per_token": 0.009154276121569188,
      "raw_gain_bits_per_token": 0.030110391673819646,
      "selected_alpha": 64,
      "selection_aware_p_fwer": 0.004975124378109453,
      "source": "A",
      "target": "B",
      "tokens": 10096
    },
    "B->A": {
      "beats_global_95th": false,
      "complexity_bits_per_token": 0.06931874102770293,
      "order": 1,
      "penalized_gain_bits_per_token": -0.0516775417359261,
      "raw_gain_bits_per_token": 0.01764119929177682,
      "selected_alpha": 64,
      "selection_aware_p_fwer": 1.0,
      "source": "B",
      "target": "A",
      "tokens": 3454
    }
  },
  "decision": "NO_SHARED_SEQUENTIAL_GRAMMAR",
  "engine": "ABAD Adaptive ZD30 v3.1 Core Sequential Grammar",
  "gates": {
    "transport_A->B_positive_significant": true,
    "transport_B->A_positive_significant": false,
    "within_A_first_order_penalized_positive": false,
    "within_B_first_order_penalized_positive": false
  },
  "interpretation": "Structural sequence test only; no language or decryption claim.",
  "lexical_mapping_statement": "No lexical mapping was performed.",
  "line_count": 3214,
  "order_null": {
    "max": 0.0052708180087863805,
    "mean": -0.010820764369544425,
    "median": -0.010210015694266052,
    "percentile_95": -0.000999959472217649,
    "replicates": 200,
    "values": [
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.015140903681054549,
            "raw_gain_bits_per_token": 0.005815211871195911,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06338040730281035,
            "raw_gain_bits_per_token": 0.00593833372489258,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.015140903681054549,
        "replicate": 0
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.004954176947191234,
            "raw_gain_bits_per_token": 0.016001938605059225,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06177054701602511,
            "raw_gain_bits_per_token": 0.007548194011677814,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.004954176947191234,
        "replicate": 1
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007740777000027125,
            "raw_gain_bits_per_token": 0.013215338552223335,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06110525976762893,
            "raw_gain_bits_per_token": 0.008213481260073992,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007740777000027125,
        "replicate": 2
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012239304222327068,
            "raw_gain_bits_per_token": 0.008716811329923392,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05215276368649089,
            "raw_gain_bits_per_token": 0.017165977341212026,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012239304222327068,
        "replicate": 3
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.004851264579931764,
            "raw_gain_bits_per_token": 0.016104850972318695,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0522283337796454,
            "raw_gain_bits_per_token": 0.01709040724805752,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.004851264579931764,
        "replicate": 4
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014565552019316667,
            "raw_gain_bits_per_token": 0.006390563532933794,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06288409386314565,
            "raw_gain_bits_per_token": 0.006434647164557272,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014565552019316667,
        "replicate": 5
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014328821250955786,
            "raw_gain_bits_per_token": 0.006627294301294674,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05748603530195518,
            "raw_gain_bits_per_token": 0.011832705725747739,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014328821250955786,
        "replicate": 6
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010035851628968478,
            "raw_gain_bits_per_token": 0.010920263923281982,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0640739472610989,
            "raw_gain_bits_per_token": 0.005244793766604026,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010035851628968478,
        "replicate": 7
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.025551458107402163,
            "raw_gain_bits_per_token": -0.004595342555151701,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06724244725022316,
            "raw_gain_bits_per_token": 0.0020762937774797593,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.025551458107402163,
        "replicate": 8
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012727403945217984,
            "raw_gain_bits_per_token": 0.008228711607032478,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058591312701846414,
            "raw_gain_bits_per_token": 0.010727428325856504,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012727403945217984,
        "replicate": 9
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019867297787918153,
            "raw_gain_bits_per_token": 0.0010888177643323075,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06596021279211844,
            "raw_gain_bits_per_token": 0.0033585282355844746,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019867297787918153,
        "replicate": 10
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008189159517348325,
            "raw_gain_bits_per_token": 0.012766956034902134,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06334550761016888,
            "raw_gain_bits_per_token": 0.005973233417534031,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008189159517348325,
        "replicate": 11
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01188151609350402,
            "raw_gain_bits_per_token": 0.00907459945874644,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06321446632056829,
            "raw_gain_bits_per_token": 0.006104274707134635,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01188151609350402,
        "replicate": 12
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007390320811721449,
            "raw_gain_bits_per_token": 0.01356579474052901,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05873930471310825,
            "raw_gain_bits_per_token": 0.010579436314594666,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007390320811721449,
        "replicate": 13
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.000827471672913848,
            "raw_gain_bits_per_token": 0.021783587225164307,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.053928619206256245,
            "raw_gain_bits_per_token": 0.015390121821446678,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.000827471672913848,
        "replicate": 14
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.005381014238129176,
            "raw_gain_bits_per_token": 0.015575101314121284,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06210255017684088,
            "raw_gain_bits_per_token": 0.007216190850862036,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.005381014238129176,
        "replicate": 15
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008949794378289563,
            "raw_gain_bits_per_token": 0.012006321173960896,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05213496259894157,
            "raw_gain_bits_per_token": 0.01718377842876135,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008949794378289563,
        "replicate": 16
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.017956997586977913,
            "raw_gain_bits_per_token": 0.0029991179652725485,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06313941877628494,
            "raw_gain_bits_per_token": 0.006179322251417973,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.017956997586977913,
        "replicate": 17
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0044148861820626495,
            "raw_gain_bits_per_token": 0.016541229370187812,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06493037710120125,
            "raw_gain_bits_per_token": 0.0043883639265016715,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0044148861820626495,
        "replicate": 18
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014862389243549393,
            "raw_gain_bits_per_token": 0.006093726308701068,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06582196352963947,
            "raw_gain_bits_per_token": 0.0034967774980634585,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014862389243549393,
        "replicate": 19
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.005288198514873564,
            "raw_gain_bits_per_token": 0.015667917037376897,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06697308582599591,
            "raw_gain_bits_per_token": 0.0023456552017070043,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.005288198514873564,
        "replicate": 20
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016881192821873357,
            "raw_gain_bits_per_token": 0.004074922730377104,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05698777606814172,
            "raw_gain_bits_per_token": 0.012330964959561205,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016881192821873357,
        "replicate": 21
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012133196665022656,
            "raw_gain_bits_per_token": 0.008822918887227804,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0578739175207563,
            "raw_gain_bits_per_token": 0.011444823506946618,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012133196665022656,
        "replicate": 22
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.025885888526910174,
            "raw_gain_bits_per_token": -0.00492977297465971,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.07138430786058665,
            "raw_gain_bits_per_token": -0.002065566832883734,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.025885888526910174,
        "replicate": 23
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0004493334332977648,
            "raw_gain_bits_per_token": 0.020506782118952696,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05816726079500982,
            "raw_gain_bits_per_token": 0.011151480232693101,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0004493334332977648,
        "replicate": 24
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011958082727304085,
            "raw_gain_bits_per_token": 0.008998032824946375,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.053810168124622415,
            "raw_gain_bits_per_token": 0.015508572903080506,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011958082727304085,
        "replicate": 25
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006683220567656901,
            "raw_gain_bits_per_token": 0.014272894984593559,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.054941382707286913,
            "raw_gain_bits_per_token": 0.014377358320416006,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006683220567656901,
        "replicate": 26
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.018105251066509658,
            "raw_gain_bits_per_token": 0.0028508644857408016,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05781025214410075,
            "raw_gain_bits_per_token": 0.011508488883602166,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.018105251066509658,
        "replicate": 27
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.004709388389453423,
            "raw_gain_bits_per_token": 0.01624672716279704,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.052704545690326,
            "raw_gain_bits_per_token": 0.016614195337376916,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.004709388389453423,
        "replicate": 28
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.002282513252662516,
            "raw_gain_bits_per_token": 0.023238628804912977,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.053336446697428506,
            "raw_gain_bits_per_token": 0.015982294330274417,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.002282513252662516,
        "replicate": 29
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007464187803163357,
            "raw_gain_bits_per_token": 0.013491927749087104,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06223676200800092,
            "raw_gain_bits_per_token": 0.007081979019701999,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007464187803163357,
        "replicate": 30
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011597582442769762,
            "raw_gain_bits_per_token": 0.009358533109480698,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06024494773295111,
            "raw_gain_bits_per_token": 0.009073793294751812,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011597582442769762,
        "replicate": 31
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.021039483591114315,
            "raw_gain_bits_per_token": -8.33680388638544e-05,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05764743904393147,
            "raw_gain_bits_per_token": 0.011671301983771452,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.021039483591114315,
        "replicate": 32
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.015418616111986229,
            "raw_gain_bits_per_token": 0.005537499440264231,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06503970486653841,
            "raw_gain_bits_per_token": 0.004279036161164503,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.015418616111986229,
        "replicate": 33
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.001927543882445822,
            "raw_gain_bits_per_token": 0.019028571669804636,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06045898759055834,
            "raw_gain_bits_per_token": 0.008859753437144579,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.001927543882445822,
        "replicate": 34
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.017934144226768794,
            "raw_gain_bits_per_token": 0.003021971325481665,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06527494465294238,
            "raw_gain_bits_per_token": 0.004043796374760535,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.017934144226768794,
        "replicate": 35
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011419800600575814,
            "raw_gain_bits_per_token": 0.009536314951674646,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06227527431043451,
            "raw_gain_bits_per_token": 0.007043466717268409,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011419800600575814,
        "replicate": 36
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.020293580567409847,
            "raw_gain_bits_per_token": 0.0006625349848406129,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.07897403641873899,
            "raw_gain_bits_per_token": -0.009655295391036059,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.020293580567409847,
        "replicate": 37
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.015330956473891284,
            "raw_gain_bits_per_token": 0.005625159078359176,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06265695096811434,
            "raw_gain_bits_per_token": 0.0066617900595885736,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.015330956473891284,
        "replicate": 38
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01211091989096351,
            "raw_gain_bits_per_token": 0.00884519566128695,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.04832531730068637,
            "raw_gain_bits_per_token": 0.02099342372701655,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01211091989096351,
        "replicate": 39
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008138281367271365,
            "raw_gain_bits_per_token": 0.012817834184979095,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06206745632551907,
            "raw_gain_bits_per_token": 0.007251284702183851,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008138281367271365,
        "replicate": 40
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00926229425485545,
            "raw_gain_bits_per_token": 0.01169382129739501,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.056558640822761956,
            "raw_gain_bits_per_token": 0.012760100204940967,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00926229425485545,
        "replicate": 41
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.02377960553436074,
            "raw_gain_bits_per_token": -0.0028234899821102796,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05483684181212158,
            "raw_gain_bits_per_token": 0.014481899215581335,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.02377960553436074,
        "replicate": 42
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012991356799412228,
            "raw_gain_bits_per_token": 0.007964758752838232,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05919141801613581,
            "raw_gain_bits_per_token": 0.010127323011567109,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012991356799412228,
        "replicate": 43
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008466455351157089,
            "raw_gain_bits_per_token": 0.01248966020109337,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0643349716380657,
            "raw_gain_bits_per_token": 0.004983769389637218,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008466455351157089,
        "replicate": 44
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.015946430744013456,
            "raw_gain_bits_per_token": 0.005009684808237004,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0640676982548118,
            "raw_gain_bits_per_token": 0.005251042772891111,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.015946430744013456,
        "replicate": 45
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006496999638134543,
            "raw_gain_bits_per_token": 0.014459115914115916,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05915821807606652,
            "raw_gain_bits_per_token": 0.010160522951636402,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006496999638134543,
        "replicate": 46
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01850215708905267,
            "raw_gain_bits_per_token": 0.0024539584631977896,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05944663696063535,
            "raw_gain_bits_per_token": 0.009872104067067566,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01850215708905267,
        "replicate": 47
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007167166952623095,
            "raw_gain_bits_per_token": 0.013788948599627366,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057083801095769514,
            "raw_gain_bits_per_token": 0.012234939931933404,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007167166952623095,
        "replicate": 48
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.000999959472217649,
            "raw_gain_bits_per_token": 0.019956156080032813,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.056035663499671255,
            "raw_gain_bits_per_token": 0.013283077528031666,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.000999959472217649,
        "replicate": 49
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.02205241528863111,
            "raw_gain_bits_per_token": -0.0010962997363806503,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06403166020008001,
            "raw_gain_bits_per_token": 0.005287080827622905,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.02205241528863111,
        "replicate": 50
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007998679498552536,
            "raw_gain_bits_per_token": 0.012957436053697924,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05137059141381534,
            "raw_gain_bits_per_token": 0.017948149613887576,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007998679498552536,
        "replicate": 51
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011221674082162113,
            "raw_gain_bits_per_token": 0.009734441470088347,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05654872544551034,
            "raw_gain_bits_per_token": 0.01277001558219258,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011221674082162113,
        "replicate": 52
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00013008994749761998,
            "raw_gain_bits_per_token": 0.02082602560475284,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061639958749456644,
            "raw_gain_bits_per_token": 0.007678782278246278,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00013008994749761998,
        "replicate": 53
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.0029266149589873202,
            "raw_gain_bits_per_token": 0.02388273051123778,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.054410459360530905,
            "raw_gain_bits_per_token": 0.014908281667172016,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.0029266149589873202,
        "replicate": 54
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0060885559825672635,
            "raw_gain_bits_per_token": 0.014867559569683197,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06112928356720462,
            "raw_gain_bits_per_token": 0.008189457460498296,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0060885559825672635,
        "replicate": 55
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01055719163000213,
            "raw_gain_bits_per_token": 0.010398923922248329,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06375358072461332,
            "raw_gain_bits_per_token": 0.0055651603030896,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01055719163000213,
        "replicate": 56
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012106305571162618,
            "raw_gain_bits_per_token": 0.008849809981087841,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06661714665138281,
            "raw_gain_bits_per_token": 0.002701594376320104,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012106305571162618,
        "replicate": 57
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012585835965233131,
            "raw_gain_bits_per_token": 0.008370279587017328,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06419071972580209,
            "raw_gain_bits_per_token": 0.005128021301900833,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012585835965233131,
        "replicate": 58
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014623980140022344,
            "raw_gain_bits_per_token": 0.006332135412228116,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.062389459375129866,
            "raw_gain_bits_per_token": 0.0069292816525730536,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014623980140022344,
        "replicate": 59
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.001928688648698823,
            "raw_gain_bits_per_token": 0.019027426903551636,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05882046905099053,
            "raw_gain_bits_per_token": 0.010498271976712388,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.001928688648698823,
        "replicate": 60
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.005912960615929201,
            "raw_gain_bits_per_token": 0.01504315493632126,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.060577741407788266,
            "raw_gain_bits_per_token": 0.008740999619914655,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.005912960615929201,
        "replicate": 61
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00935582861304386,
            "raw_gain_bits_per_token": 0.0116002869392066,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0656029142837823,
            "raw_gain_bits_per_token": 0.0037158267439206145,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00935582861304386,
        "replicate": 62
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01810168659310977,
            "raw_gain_bits_per_token": 0.002854428959140693,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05949002831035502,
            "raw_gain_bits_per_token": 0.0098287127173479,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01810168659310977,
        "replicate": 63
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016565874378621677,
            "raw_gain_bits_per_token": 0.004390241173628784,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05414360639106861,
            "raw_gain_bits_per_token": 0.015175134636634306,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016565874378621677,
        "replicate": 64
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010493553548126443,
            "raw_gain_bits_per_token": 0.010462562004124017,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06637128727767407,
            "raw_gain_bits_per_token": 0.0029474537500288616,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010493553548126443,
        "replicate": 65
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.017176527730913722,
            "raw_gain_bits_per_token": 0.003779587821336737,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06428021801044313,
            "raw_gain_bits_per_token": 0.005038523017259787,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.017176527730913722,
        "replicate": 66
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009454681388241229,
            "raw_gain_bits_per_token": 0.011501434164009231,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06510558319105726,
            "raw_gain_bits_per_token": 0.004213157836645661,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009454681388241229,
        "replicate": 67
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006314672246911349,
            "raw_gain_bits_per_token": 0.01464144330533911,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059254395454488934,
            "raw_gain_bits_per_token": 0.010064345573213987,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006314672246911349,
        "replicate": 68
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00946028051630115,
            "raw_gain_bits_per_token": 0.01149583503594931,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058949078084908006,
            "raw_gain_bits_per_token": 0.010369662942794915,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00946028051630115,
        "replicate": 69
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.005659025210433305,
            "raw_gain_bits_per_token": 0.015297090341817155,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05966407487347013,
            "raw_gain_bits_per_token": 0.009654666154232789,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.005659025210433305,
        "replicate": 70
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011755698442802023,
            "raw_gain_bits_per_token": 0.009200417109448439,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05292434863568221,
            "raw_gain_bits_per_token": 0.016394392392020708,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011755698442802023,
        "replicate": 71
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009421973149168423,
            "raw_gain_bits_per_token": 0.011534142403082039,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057159463382602436,
            "raw_gain_bits_per_token": 0.012159277645100483,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009421973149168423,
        "replicate": 72
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012670703624508433,
            "raw_gain_bits_per_token": 0.008285411927742029,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05970886978277583,
            "raw_gain_bits_per_token": 0.009609871244927091,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012670703624508433,
        "replicate": 73
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.018661880580683736,
            "raw_gain_bits_per_token": 0.0022942349715667255,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061554815839190376,
            "raw_gain_bits_per_token": 0.007763925188512547,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.018661880580683736,
        "replicate": 74
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.022181614568833417,
            "raw_gain_bits_per_token": -0.001225499016582957,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.07243906169711539,
            "raw_gain_bits_per_token": -0.003120320669412469,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.022181614568833417,
        "replicate": 75
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009836473197771619,
            "raw_gain_bits_per_token": 0.011119642354478841,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06202605678438806,
            "raw_gain_bits_per_token": 0.00729268424331486,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009836473197771619,
        "replicate": 76
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006536600270963097,
            "raw_gain_bits_per_token": 0.014419515281287364,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059937542913624735,
            "raw_gain_bits_per_token": 0.009381198114078186,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006536600270963097,
        "replicate": 77
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014046848766388651,
            "raw_gain_bits_per_token": 0.006909266785861809,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06782854802365691,
            "raw_gain_bits_per_token": 0.0014901930040460128,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014046848766388651,
        "replicate": 78
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.017681736114071398,
            "raw_gain_bits_per_token": 0.0032743794381790634,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06486151409782134,
            "raw_gain_bits_per_token": 0.0044572269298815735,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.017681736114071398,
        "replicate": 79
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0011686181066848174,
            "raw_gain_bits_per_token": 0.01978749744556564,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.055933586249399064,
            "raw_gain_bits_per_token": 0.013385154778303857,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0011686181066848174,
        "replicate": 80
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01147989400829544,
            "raw_gain_bits_per_token": 0.00947622154395502,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06006900414310332,
            "raw_gain_bits_per_token": 0.0092497368845996,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01147989400829544,
        "replicate": 81
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006253959735528327,
            "raw_gain_bits_per_token": 0.014702155816722132,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06211596642626153,
            "raw_gain_bits_per_token": 0.00720277460144139,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006253959735528327,
        "replicate": 82
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0020087181168451365,
            "raw_gain_bits_per_token": 0.018947397435405324,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0557868912629607,
            "raw_gain_bits_per_token": 0.013531849764742218,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0020087181168451365,
        "replicate": 83
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007215713218592064,
            "raw_gain_bits_per_token": 0.013740402333658397,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05902992898052882,
            "raw_gain_bits_per_token": 0.010288812047174103,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007215713218592064,
        "replicate": 84
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006684175974512429,
            "raw_gain_bits_per_token": 0.014271939577738032,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05588537282653611,
            "raw_gain_bits_per_token": 0.013433368201166805,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006684175974512429,
        "replicate": 85
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009643578532307547,
            "raw_gain_bits_per_token": 0.011312537019942913,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05927074671261549,
            "raw_gain_bits_per_token": 0.010047994315087435,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009643578532307547,
        "replicate": 86
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009776659556364616,
            "raw_gain_bits_per_token": 0.011179455995885846,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06251368246979337,
            "raw_gain_bits_per_token": 0.006805058557909546,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009776659556364616,
        "replicate": 87
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.013066706882874592,
            "raw_gain_bits_per_token": 0.007889408669375868,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06537113029888071,
            "raw_gain_bits_per_token": 0.003947610728822206,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.013066706882874592,
        "replicate": 88
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008656070118920974,
            "raw_gain_bits_per_token": 0.012300045433329486,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.050401125093666746,
            "raw_gain_bits_per_token": 0.018917615934036174,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008656070118920974,
        "replicate": 89
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0045802275047183505,
            "raw_gain_bits_per_token": 0.01637588804753211,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05492834615404772,
            "raw_gain_bits_per_token": 0.014390394873655198,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0045802275047183505,
        "replicate": 90
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011563163374814311,
            "raw_gain_bits_per_token": 0.00939295217743615,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06223886812125226,
            "raw_gain_bits_per_token": 0.007079872906450656,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011563163374814311,
        "replicate": 91
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010398097044989596,
            "raw_gain_bits_per_token": 0.010558018507260866,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05587590986284986,
            "raw_gain_bits_per_token": 0.013442831164853054,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010398097044989596,
        "replicate": 92
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010133903923988968,
            "raw_gain_bits_per_token": 0.010822211628261493,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06500211459647545,
            "raw_gain_bits_per_token": 0.004316626431227474,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010133903923988968,
        "replicate": 93
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009189065611668452,
            "raw_gain_bits_per_token": 0.011767049940582008,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06378590396505532,
            "raw_gain_bits_per_token": 0.005532837062647603,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009189065611668452,
        "replicate": 94
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016624383333214768,
            "raw_gain_bits_per_token": 0.004331732219035694,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06923009826254982,
            "raw_gain_bits_per_token": 8.864276515310236e-05,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016624383333214768,
        "replicate": 95
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01708034198339344,
            "raw_gain_bits_per_token": 0.003875773568857023,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06180884095951094,
            "raw_gain_bits_per_token": 0.007509900068191977,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01708034198339344,
        "replicate": 96
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006885147524138121,
            "raw_gain_bits_per_token": 0.014070968028112339,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06025203866179825,
            "raw_gain_bits_per_token": 0.009066702365904669,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006885147524138121,
        "replicate": 97
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.02190968014784324,
            "raw_gain_bits_per_token": -0.0009535645955927776,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06662009287135777,
            "raw_gain_bits_per_token": 0.002698648156345157,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.02190968014784324,
        "replicate": 98
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006914860810935176,
            "raw_gain_bits_per_token": 0.014041254741315285,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061032062463136125,
            "raw_gain_bits_per_token": 0.008286678564566795,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006914860810935176,
        "replicate": 99
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008283401411987485,
            "raw_gain_bits_per_token": 0.012672714140262975,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05948005723340705,
            "raw_gain_bits_per_token": 0.009838683794295871,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008283401411987485,
        "replicate": 100
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009647415822132513,
            "raw_gain_bits_per_token": 0.011308699730117947,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.056257137948286566,
            "raw_gain_bits_per_token": 0.013061603079416352,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009647415822132513,
        "replicate": 101
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006063613556826254,
            "raw_gain_bits_per_token": 0.014892501995424206,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.060411347911519864,
            "raw_gain_bits_per_token": 0.008907393116183058,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006063613556826254,
        "replicate": 102
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007231875975859346,
            "raw_gain_bits_per_token": 0.013724239576391115,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05667237498451788,
            "raw_gain_bits_per_token": 0.01264636604318504,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007231875975859346,
        "replicate": 103
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01221506530964773,
            "raw_gain_bits_per_token": 0.00874105024260273,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.062250102066344036,
            "raw_gain_bits_per_token": 0.007068638961358886,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01221506530964773,
        "replicate": 104
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01157218290622436,
            "raw_gain_bits_per_token": 0.0093839326460261,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057319880813897564,
            "raw_gain_bits_per_token": 0.011998860213805357,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01157218290622436,
        "replicate": 105
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.001487321289442046,
            "raw_gain_bits_per_token": 0.019468794262808415,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05992829699775352,
            "raw_gain_bits_per_token": 0.009390444029949404,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.001487321289442046,
        "replicate": 106
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.002099669192058007,
            "raw_gain_bits_per_token": 0.02305578474430847,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.060976746353719725,
            "raw_gain_bits_per_token": 0.008341994673983192,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.002099669192058007,
        "replicate": 107
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011025034686244366,
            "raw_gain_bits_per_token": 0.009931080866006095,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05508707965132871,
            "raw_gain_bits_per_token": 0.01423166137637421,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011025034686244366,
        "replicate": 108
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010813693325366575,
            "raw_gain_bits_per_token": 0.010142422226883885,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057923893862992515,
            "raw_gain_bits_per_token": 0.011394847164710403,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010813693325366575,
        "replicate": 109
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016023581171869354,
            "raw_gain_bits_per_token": 0.0049325343803811065,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05581134334678075,
            "raw_gain_bits_per_token": 0.013507397680922168,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016023581171869354,
        "replicate": 110
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01980377980025919,
            "raw_gain_bits_per_token": 0.0011523357519912702,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06474389793160594,
            "raw_gain_bits_per_token": 0.0045748430960969744,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01980377980025919,
        "replicate": 111
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016549886737224528,
            "raw_gain_bits_per_token": 0.004406228815025932,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06389481492269156,
            "raw_gain_bits_per_token": 0.005423926105011368,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016549886737224528,
        "replicate": 112
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0133822700748548,
            "raw_gain_bits_per_token": 0.00757384547739566,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06039869234036861,
            "raw_gain_bits_per_token": 0.008920048687334304,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0133822700748548,
        "replicate": 113
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007253927676746838,
            "raw_gain_bits_per_token": 0.013702187875503622,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06321830144355294,
            "raw_gain_bits_per_token": 0.006100439584149983,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007253927676746838,
        "replicate": 114
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008649458742105131,
            "raw_gain_bits_per_token": 0.012306656810145328,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06419017897713303,
            "raw_gain_bits_per_token": 0.005128562050569892,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008649458742105131,
        "replicate": 115
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007475314762831075,
            "raw_gain_bits_per_token": 0.013480800789419385,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05584274309422576,
            "raw_gain_bits_per_token": 0.013475997933477162,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007475314762831075,
        "replicate": 116
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007504203678576333,
            "raw_gain_bits_per_token": 0.013451911873674127,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059221922526067436,
            "raw_gain_bits_per_token": 0.010096818501635487,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007504203678576333,
        "replicate": 117
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008336106634816915,
            "raw_gain_bits_per_token": 0.012620008917433544,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05702368958919975,
            "raw_gain_bits_per_token": 0.012295051438503173,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008336106634816915,
        "replicate": 118
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009451420074252408,
            "raw_gain_bits_per_token": 0.011504695477998051,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061345404569162196,
            "raw_gain_bits_per_token": 0.007973336458540727,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009451420074252408,
        "replicate": 119
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010286127464543136,
            "raw_gain_bits_per_token": 0.010669988087707324,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06232428576431098,
            "raw_gain_bits_per_token": 0.00699445526339194,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010286127464543136,
        "replicate": 120
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00679654333201388,
            "raw_gain_bits_per_token": 0.01415957222023658,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059134451686326216,
            "raw_gain_bits_per_token": 0.010184289341376702,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00679654333201388,
        "replicate": 121
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008364424789689373,
            "raw_gain_bits_per_token": 0.012591690762561086,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06659198389333788,
            "raw_gain_bits_per_token": 0.002726757134365043,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008364424789689373,
        "replicate": 122
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0015083602366588397,
            "raw_gain_bits_per_token": 0.01944775531559162,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05907978618960182,
            "raw_gain_bits_per_token": 0.010238954838101099,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0015083602366588397,
        "replicate": 123
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014402213182476456,
            "raw_gain_bits_per_token": 0.006553902369774003,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0651507202165904,
            "raw_gain_bits_per_token": 0.004168020811112522,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014402213182476456,
        "replicate": 124
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0068685019498393824,
            "raw_gain_bits_per_token": 0.014087613602411078,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05944943553748929,
            "raw_gain_bits_per_token": 0.009869305490213632,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0068685019498393824,
        "replicate": 125
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014029222717829337,
            "raw_gain_bits_per_token": 0.006926892834421123,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.07366024687485338,
            "raw_gain_bits_per_token": -0.004341505847150457,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014029222717829337,
        "replicate": 126
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.02684922720696333,
            "raw_gain_bits_per_token": -0.00589311165471287,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06439062311505715,
            "raw_gain_bits_per_token": 0.004928117912645767,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.02684922720696333,
        "replicate": 127
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009898004963787059,
            "raw_gain_bits_per_token": 0.0110581105884634,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06085444416389346,
            "raw_gain_bits_per_token": 0.008464296863809456,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009898004963787059,
        "replicate": 128
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.015264335940719657,
            "raw_gain_bits_per_token": 0.005691779611530803,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06610627226369646,
            "raw_gain_bits_per_token": 0.003212468764006461,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.015264335940719657,
        "replicate": 129
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019606408395558588,
            "raw_gain_bits_per_token": 0.0013497071566918731,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06282892603200829,
            "raw_gain_bits_per_token": 0.00648981499569463,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019606408395558588,
        "replicate": 130
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011102743620881785,
            "raw_gain_bits_per_token": 0.009853371931368676,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05879050513210469,
            "raw_gain_bits_per_token": 0.01052823589559823,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011102743620881785,
        "replicate": 131
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007188461170298941,
            "raw_gain_bits_per_token": 0.01376765438195152,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06197413869705663,
            "raw_gain_bits_per_token": 0.00734460233064629,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007188461170298941,
        "replicate": 132
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016043994384369667,
            "raw_gain_bits_per_token": 0.004912121167880793,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05958087886165457,
            "raw_gain_bits_per_token": 0.009737862166048349,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016043994384369667,
        "replicate": 133
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007837914251127698,
            "raw_gain_bits_per_token": 0.013118201301122762,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06255578625462202,
            "raw_gain_bits_per_token": 0.006762954773080902,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007837914251127698,
        "replicate": 134
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01638007699698865,
            "raw_gain_bits_per_token": 0.00457603855526181,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057013422251738693,
            "raw_gain_bits_per_token": 0.012305318775964224,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01638007699698865,
        "replicate": 135
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008148006152262627,
            "raw_gain_bits_per_token": 0.012808109399987833,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.07609706213834369,
            "raw_gain_bits_per_token": -0.006778321110640758,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008148006152262627,
        "replicate": 136
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014300194751558642,
            "raw_gain_bits_per_token": 0.0066559208006918185,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05945714092700585,
            "raw_gain_bits_per_token": 0.009861600100697069,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014300194751558642,
        "replicate": 137
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009026070921431694,
            "raw_gain_bits_per_token": 0.011930044630818766,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05913069225150065,
            "raw_gain_bits_per_token": 0.010188048776202267,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009026070921431694,
        "replicate": 138
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011444305504904051,
            "raw_gain_bits_per_token": 0.009511810047346409,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06565618566637599,
            "raw_gain_bits_per_token": 0.0036625553613269285,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011444305504904051,
        "replicate": 139
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007575960294469843,
            "raw_gain_bits_per_token": 0.013380155257780618,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059682737456892405,
            "raw_gain_bits_per_token": 0.009636003570810518,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007575960294469843,
        "replicate": 140
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00847139234464376,
            "raw_gain_bits_per_token": 0.0124847232076067,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06766539905281875,
            "raw_gain_bits_per_token": 0.0016533419748841652,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00847139234464376,
        "replicate": 141
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.005067369263763796,
            "raw_gain_bits_per_token": 0.015888746288486664,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05633370444837289,
            "raw_gain_bits_per_token": 0.01298503657933003,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.005067369263763796,
        "replicate": 142
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016765961425669777,
            "raw_gain_bits_per_token": 0.004190154126580682,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061402127737105544,
            "raw_gain_bits_per_token": 0.007916613290597374,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016765961425669777,
        "replicate": 143
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.0030859567932806494,
            "raw_gain_bits_per_token": 0.02404207234553111,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06080944493481035,
            "raw_gain_bits_per_token": 0.008509296092892566,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.0030859567932806494,
        "replicate": 144
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.020258448632801483,
            "raw_gain_bits_per_token": 0.0006976669194489763,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06078037083084827,
            "raw_gain_bits_per_token": 0.00853837019685465,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.020258448632801483,
        "replicate": 145
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010412816272031878,
            "raw_gain_bits_per_token": 0.010543299280218582,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05958998871604934,
            "raw_gain_bits_per_token": 0.00972875231165358,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010412816272031878,
        "replicate": 146
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01387529304640146,
            "raw_gain_bits_per_token": 0.007080822505849,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06585385625416566,
            "raw_gain_bits_per_token": 0.003464884773537253,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01387529304640146,
        "replicate": 147
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.027067566013578025,
            "raw_gain_bits_per_token": -0.006111450461327564,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0651784073662516,
            "raw_gain_bits_per_token": 0.004140333661451314,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.027067566013578025,
        "replicate": 148
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01186121520274213,
            "raw_gain_bits_per_token": 0.00909490034950833,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06071720562040928,
            "raw_gain_bits_per_token": 0.008601535407293635,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01186121520274213,
        "replicate": 149
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012278105495467567,
            "raw_gain_bits_per_token": 0.008678010056782894,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058939390104262475,
            "raw_gain_bits_per_token": 0.010379350923440443,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012278105495467567,
        "replicate": 150
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01173538445279982,
            "raw_gain_bits_per_token": 0.00922073109945064,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05619316331357129,
            "raw_gain_bits_per_token": 0.01312557771413163,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01173538445279982,
        "replicate": 151
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00876967403599021,
            "raw_gain_bits_per_token": 0.012186441516260249,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06799777640494685,
            "raw_gain_bits_per_token": 0.0013209646227560754,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00876967403599021,
        "replicate": 152
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007851912051205558,
            "raw_gain_bits_per_token": 0.013104203501044902,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06087997318323001,
            "raw_gain_bits_per_token": 0.008438767844472908,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007851912051205558,
        "replicate": 153
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01740985788591697,
            "raw_gain_bits_per_token": 0.0035462576663334903,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06412544231318323,
            "raw_gain_bits_per_token": 0.005193298714519685,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01740985788591697,
        "replicate": 154
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011502427296520257,
            "raw_gain_bits_per_token": 0.009453688255730203,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05900900679720229,
            "raw_gain_bits_per_token": 0.010309734230500628,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011502427296520257,
        "replicate": 155
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009764609834501897,
            "raw_gain_bits_per_token": 0.011191505717748563,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.061527489703254896,
            "raw_gain_bits_per_token": 0.007791251324448023,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009764609834501897,
        "replicate": 156
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00941509729298221,
            "raw_gain_bits_per_token": 0.01154101825926825,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05484974788011326,
            "raw_gain_bits_per_token": 0.014468993147589666,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00941509729298221,
        "replicate": 157
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012930246513982682,
            "raw_gain_bits_per_token": 0.00802586903826778,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057732527703362777,
            "raw_gain_bits_per_token": 0.011586213324340143,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012930246513982682,
        "replicate": 158
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.003771586850869636,
            "raw_gain_bits_per_token": 0.017184528701380822,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05368512315856721,
            "raw_gain_bits_per_token": 0.01563361786913571,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.003771586850869636,
        "replicate": 159
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00993007285684183,
            "raw_gain_bits_per_token": 0.011026042695408632,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059498453470983606,
            "raw_gain_bits_per_token": 0.009820287556719313,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00993007285684183,
        "replicate": 160
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012917566044902164,
            "raw_gain_bits_per_token": 0.008038549507348296,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0691731237356193,
            "raw_gain_bits_per_token": 0.0001456172920836134,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012917566044902164,
        "replicate": 161
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.006729512973455827,
            "raw_gain_bits_per_token": 0.014226602578794633,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0574539031460014,
            "raw_gain_bits_per_token": 0.011864837881701524,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.006729512973455827,
        "replicate": 162
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019422811512493074,
            "raw_gain_bits_per_token": 0.001533304039757386,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0658480285367963,
            "raw_gain_bits_per_token": 0.0034707124909066117,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019422811512493074,
        "replicate": 163
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014342850164954053,
            "raw_gain_bits_per_token": 0.006613265387296406,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06224070506124636,
            "raw_gain_bits_per_token": 0.007078035966456561,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014342850164954053,
        "replicate": 164
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007744031220539217,
            "raw_gain_bits_per_token": 0.013212084331711242,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06117266121667422,
            "raw_gain_bits_per_token": 0.008146079811028694,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007744031220539217,
        "replicate": 165
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009581628140204702,
            "raw_gain_bits_per_token": 0.01137448741204576,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.051959034434566294,
            "raw_gain_bits_per_token": 0.017359706593136626,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009581628140204702,
        "replicate": 166
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009202331699656554,
            "raw_gain_bits_per_token": 0.011753783852593905,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06640024751509344,
            "raw_gain_bits_per_token": 0.002918493512609487,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009202331699656554,
        "replicate": 167
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008554944287428319,
            "raw_gain_bits_per_token": 0.012401171264822142,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.060985132939049516,
            "raw_gain_bits_per_token": 0.008333608088653407,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008554944287428319,
        "replicate": 168
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011121731495624674,
            "raw_gain_bits_per_token": 0.009834384056625785,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05581770077762872,
            "raw_gain_bits_per_token": 0.013501040250074196,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011121731495624674,
        "replicate": 169
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.014382149577119481,
            "raw_gain_bits_per_token": 0.006573965975130978,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06319884195043775,
            "raw_gain_bits_per_token": 0.006119899077265176,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.014382149577119481,
        "replicate": 170
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0013669925246226214,
            "raw_gain_bits_per_token": 0.019589123027627837,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058470997013551865,
            "raw_gain_bits_per_token": 0.010847744014151051,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0013669925246226214,
        "replicate": 171
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.011561696043582847,
            "raw_gain_bits_per_token": 0.009394419508667613,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0688851297106465,
            "raw_gain_bits_per_token": 0.00043361131705641637,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.011561696043582847,
        "replicate": 172
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.009133230437247931,
            "raw_gain_bits_per_token": 0.011822885115002528,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058264471854656226,
            "raw_gain_bits_per_token": 0.011054269173046697,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.009133230437247931,
        "replicate": 173
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.00543499571991319,
            "raw_gain_bits_per_token": 0.01552111983233727,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05607111618827691,
            "raw_gain_bits_per_token": 0.013247624839426006,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.00543499571991319,
        "replicate": 174
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.0013620718592566136,
            "raw_gain_bits_per_token": 0.022318187411507075,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.057821593611220266,
            "raw_gain_bits_per_token": 0.011497147416482653,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.0013620718592566136,
        "replicate": 175
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019290343612085616,
            "raw_gain_bits_per_token": 0.0016657719401648422,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06463316272751089,
            "raw_gain_bits_per_token": 0.004685578300192028,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019290343612085616,
        "replicate": 176
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.013154842136782295,
            "raw_gain_bits_per_token": 0.007801273415468164,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05755297007496882,
            "raw_gain_bits_per_token": 0.011765770952734105,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.013154842136782295,
        "replicate": 177
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019449237791172254,
            "raw_gain_bits_per_token": 0.001506877761078205,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06609956853665291,
            "raw_gain_bits_per_token": 0.0032191724910500077,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019449237791172254,
        "replicate": 178
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0074650494238278865,
            "raw_gain_bits_per_token": 0.013491066128422574,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05848727638334133,
            "raw_gain_bits_per_token": 0.010831464644361593,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0074650494238278865,
        "replicate": 179
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.007455423500934128,
            "raw_gain_bits_per_token": 0.013500692051316331,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06062917989181577,
            "raw_gain_bits_per_token": 0.008689561135887147,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.007455423500934128,
        "replicate": 180
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0034585726301422093,
            "raw_gain_bits_per_token": 0.017497542922108252,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.059221851037795835,
            "raw_gain_bits_per_token": 0.010096889989907085,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.0034585726301422093,
        "replicate": 181
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.003441392256272988,
            "raw_gain_bits_per_token": 0.01751472329597747,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06243550057998599,
            "raw_gain_bits_per_token": 0.0068832404477169335,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.003441392256272988,
        "replicate": 182
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.025486828153337766,
            "raw_gain_bits_per_token": -0.004530712601087303,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05945700338770215,
            "raw_gain_bits_per_token": 0.009861737640000768,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.025486828153337766,
        "replicate": 183
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008616920799849291,
            "raw_gain_bits_per_token": 0.012339194752401169,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06347361477931446,
            "raw_gain_bits_per_token": 0.0058451262483884695,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008616920799849291,
        "replicate": 184
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01691965905201924,
            "raw_gain_bits_per_token": 0.004036456500231219,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06645818202458191,
            "raw_gain_bits_per_token": 0.0028605590031210108,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01691965905201924,
        "replicate": 185
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01725526329479191,
            "raw_gain_bits_per_token": 0.0037008522574585507,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05682185031548218,
            "raw_gain_bits_per_token": 0.012496890712220739,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01725526329479191,
        "replicate": 186
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012726509223389285,
            "raw_gain_bits_per_token": 0.008229606328861175,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05829589637583005,
            "raw_gain_bits_per_token": 0.011022844651872876,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012726509223389285,
        "replicate": 187
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.019687252399474504,
            "raw_gain_bits_per_token": 0.001268863152775954,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06527445263435011,
            "raw_gain_bits_per_token": 0.0040442883933528104,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.019687252399474504,
        "replicate": 188
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012941531043991603,
            "raw_gain_bits_per_token": 0.008014584508258859,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06684116145508384,
            "raw_gain_bits_per_token": 0.0024775795726190825,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012941531043991603,
        "replicate": 189
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008533447324140284,
            "raw_gain_bits_per_token": 0.012422668228110176,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.051475177793072445,
            "raw_gain_bits_per_token": 0.017843563234630475,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008533447324140284,
        "replicate": 190
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.0052708180087863805,
            "raw_gain_bits_per_token": 0.02622693356103684,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05559233657428088,
            "raw_gain_bits_per_token": 0.01372640445342204,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.0052708180087863805,
        "replicate": 191
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": 0.003945449894247172,
            "raw_gain_bits_per_token": 0.02490156544649763,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.0590776822377075,
            "raw_gain_bits_per_token": 0.010241058789995422,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": 0.003945449894247172,
        "replicate": 192
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.02183365912432099,
            "raw_gain_bits_per_token": -0.0008775435720705285,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05802831416012571,
            "raw_gain_bits_per_token": 0.01129042686757721,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.02183365912432099,
        "replicate": 193
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.012288822172210324,
            "raw_gain_bits_per_token": 0.008667293380040136,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05402475687491872,
            "raw_gain_bits_per_token": 0.015293984152784202,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.012288822172210324,
        "replicate": 194
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008807929654597906,
            "raw_gain_bits_per_token": 0.012148185897652554,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05832919443187179,
            "raw_gain_bits_per_token": 0.010989546595831134,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008807929654597906,
        "replicate": 195
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.010333273291509716,
            "raw_gain_bits_per_token": 0.010622842260740744,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.058646168460894245,
            "raw_gain_bits_per_token": 0.010672572566808675,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.010333273291509716,
        "replicate": 196
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.01408595440369856,
            "raw_gain_bits_per_token": 0.0068701611485519004,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06448512560216785,
            "raw_gain_bits_per_token": 0.004833615425535071,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.01408595440369856,
        "replicate": 197
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.008568135921145002,
            "raw_gain_bits_per_token": 0.012387979631105458,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.05749565480804592,
            "raw_gain_bits_per_token": 0.011823086219656997,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.008568135921145002,
        "replicate": 198
      },
      {
        "directions": {
          "A->B": {
            "complexity_bits_per_token": 0.02095611555225046,
            "order": 1,
            "penalized_gain_bits_per_token": -0.016602065304323524,
            "raw_gain_bits_per_token": 0.004354050247926935,
            "selected_alpha": 64,
            "source": "A",
            "target": "B",
            "tokens": 10096
          },
          "B->A": {
            "complexity_bits_per_token": 0.06931874102770293,
            "order": 1,
            "penalized_gain_bits_per_token": -0.06727437465084479,
            "raw_gain_bits_per_token": 0.0020443663768581325,
            "selected_alpha": 64,
            "source": "B",
            "target": "A",
            "tokens": 3454
          }
        },
        "max_penalized_gain": -0.016602065304323524,
        "replicate": 199
      }
    ]
  },
  "second_order_supported_both_streams": false,
  "spec": {
    "alpha_grid": [
      0.25,
      0.5,
      1,
      2,
      4,
      8,
      16,
      32,
      64
    ],
    "complexity": "BIC-style 0.5 * free transition parameters * log2(training transitions), charged per outer fold.",
    "evaluation": "Nested five-fold page holdout; alpha selected from training pages only.",
    "forbidden": [
      "dictionary",
      "substitution",
      "semantics",
      "language score",
      "cross-line transitions"
    ],
    "input_model_hash": "342686606de550c22a5684c475d77c434f848ebf60db99aa76074ef0b338ffbb",
    "models": [
      "iid",
      "first-order Markov",
      "second-order Markov"
    ],
    "null": "Shuffle core states within each page then repartition by original line lengths; preserve page frequencies and every line length; rerun alpha selection; max statistic across two directions.",
    "pass": "First-order penalized within-stream gain positive in A and B; both penalized transport directions positive with max-statistic p<.05.",
    "replicates": 200,
    "sequence_unit": "Adjacent eligible tokens within preserved original line boundaries.",
    "spec_sha256": "999f6a555376fc2a76cf1879fd2e42bcb82a8e3936fc457f12e3c5e98a804161",
    "states": [
      "l",
      "n",
      "o",
      "r",
      "s",
      "y",
      "OTHER"
    ],
    "transport": "Train on one complete Currier stream and apply unchanged to the other; source iid is comparator.",
    "version": "3.1"
  },
  "terminal_hash": "01826c4b56ff864ee66083281513eb3f1cd7e6d97a74bf90a19d5375f3a1f45e",
  "transition_agreement": {
    "per_source_state_js_bits": {
      "OTHER": 0.08738169292502501,
      "l": 0.08092174235774242,
      "n": 0.04030731685340837,
      "o": 0.044355508393061585,
      "r": 0.043281461620304815,
      "s": 0.05177622540558589,
      "y": 0.03939684482764057
    },
    "weighted_js_divergence_bits": 0.04747074783097182
  },
  "within_stream": {
    "A": {
      "first_order_gain_bits_per_token": 0.018419986623451432,
      "first_order_penalized_gain_bits_per_token": -0.27943936161353167,
      "folds": [
        {
          "0": {
            "alpha": null,
            "complexity_bits": 34.31013462641164,
            "log_likelihood_bits": -1640.2615893979707,
            "tokens": 682
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 240.1709423848815,
            "log_likelihood_bits": -1624.3352626503345,
            "tokens": 682
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1587.2562443005027,
            "log_likelihood_bits": -990.532057500775,
            "tokens": 416
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -983.8706821595545,
            "tokens": 416
          },
          "fold": 0
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 34.54709951485213,
            "log_likelihood_bits": -1266.3760970077005,
            "tokens": 526
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 241.8296966039649,
            "log_likelihood_bits": -1246.543610053551,
            "tokens": 526
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1596.1232062837532,
            "log_likelihood_bits": -796.9740476716938,
            "tokens": 340
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -799.9898825053662,
            "tokens": 340
          },
          "fold": 1
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 34.13325838506666,
            "log_likelihood_bits": -1879.3161680091848,
            "tokens": 793
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 238.9328086954666,
            "log_likelihood_bits": -1857.001445203795,
            "tokens": 793
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1577.2542493022966,
            "log_likelihood_bits": -1203.806269296394,
            "tokens": 498
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -1202.9559667986975,
            "tokens": 498
          },
          "fold": 2
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 34.125118294040774,
            "log_likelihood_bits": -1901.9457173941862,
            "tokens": 798
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 238.87582805828544,
            "log_likelihood_bits": -1893.8020921408165,
            "tokens": 798
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1576.6288399106593,
            "log_likelihood_bits": -1190.8595277110971,
            "tokens": 503
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -1192.779265937856,
            "tokens": 503
          },
          "fold": 3
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 34.352087314718744,
            "log_likelihood_bits": -1554.124192051997,
            "tokens": 655
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 240.4646112030312,
            "log_likelihood_bits": -1556.7187200151411,
            "tokens": 655
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1584.4980759732312,
            "log_likelihood_bits": -1059.9601616101454,
            "tokens": 439
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -1053.5823353546402,
            "tokens": 439
          },
          "fold": 4
        }
      ],
      "second_order_increment_bits_per_token": -0.004077382073766192,
      "second_order_penalized_increment_bits_per_token": -3.064863688460293,
      "stream": "A"
    },
    "B": {
      "first_order_gain_bits_per_token": 0.008778076657406613,
      "first_order_penalized_gain_bits_per_token": -0.10683135847578724,
      "folds": [
        {
          "0": {
            "alpha": null,
            "complexity_bits": 38.467114979889985,
            "log_likelihood_bits": -5491.426698264874,
            "tokens": 2853
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 269.26980485922985,
            "log_likelihood_bits": -5473.104451880742,
            "tokens": 2853
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1838.6822231610638,
            "log_likelihood_bits": -4495.705955642765,
            "tokens": 2315
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -4509.589262017674,
            "tokens": 2315
          },
          "fold": 0
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 38.77777579491857,
            "log_likelihood_bits": -4763.4423633386905,
            "tokens": 2314
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 271.44443056443,
            "log_likelihood_bits": -4749.611360120611,
            "tokens": 2314
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1854.565129096571,
            "log_likelihood_bits": -3814.187760663313,
            "tokens": 1862
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -3816.457002360052,
            "tokens": 1862
          },
          "fold": 1
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 39.411934172102704,
            "log_likelihood_bits": -2366.9870800112635,
            "tokens": 1086
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 275.88353920471894,
            "log_likelihood_bits": -2347.238853177027,
            "tokens": 1086
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1885.2397051462535,
            "log_likelihood_bits": -1936.4698800852439,
            "tokens": 885
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -1938.385884693248,
            "tokens": 885
          },
          "fold": 2
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 38.258396275306545,
            "log_likelihood_bits": -5906.83051090419,
            "tokens": 3194
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 267.8087739271458,
            "log_likelihood_bits": -5874.542603623762,
            "tokens": 3194
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1829.7971791671528,
            "log_likelihood_bits": -4717.521910172649,
            "tokens": 2554
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -4720.2006488936895,
            "tokens": 2554
          },
          "fold": 3
        },
        {
          "0": {
            "alpha": null,
            "complexity_bits": 39.6169216285697,
            "log_likelihood_bits": -1294.5789168919762,
            "tokens": 649
          },
          "1": {
            "alpha": 64,
            "complexity_bits": 277.3184513999879,
            "log_likelihood_bits": -1290.1448386756788,
            "tokens": 649
          },
          "2": {
            "alpha": 64,
            "complexity_bits": 1895.5382112062675,
            "log_likelihood_bits": -1030.179736235928,
            "tokens": 524
          },
          "first_order_on_second_order_positions": {
            "log_likelihood_bits": -1026.7069161014751,
            "tokens": 524
          },
          "fold": 4
        }
      ],
      "second_order_increment_bits_per_token": 0.002122170917228358,
      "second_order_penalized_increment_bits_per_token": -0.9735654762353265,
      "stream": "B"
    }
  }
}
