{
  "seeds": [
    17,
    29,
    43,
    71,
    101
  ],
  "aggregates": [
    {
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7352638041517655,
        "std": 0.023275419494112302,
        "values": [
          0.7533838849124797,
          0.7248280175109444,
          0.7533838849124797,
          0.6992481203007519,
          0.745475113122172
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.716133219531278,
        "std": 0.003103408912099888,
        "values": [
          0.7184466019417476,
          0.7179487179487181,
          0.7184466019417476,
          0.7142857142857144,
          0.7115384615384615
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.695635710448563,
        "std": 0.05623861173647376,
        "values": [
          0.74,
          0.65625,
          0.74,
          0.6164383561643836,
          0.7254901960784313
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.7471698113207548,
        "std": 0.07009122875851592,
        "values": [
          0.6981132075471698,
          0.7924528301886793,
          0.6981132075471698,
          0.8490566037735849,
          0.6981132075471698
        ]
      },
      "accuracy": {
        "mean": 0.7383333333333333,
        "std": 0.025413251136628186,
        "values": [
          0.7583333333333333,
          0.725,
          0.7583333333333333,
          0.7,
          0.75
        ]
      },
      "auc": {
        "mean": 0.8212334553646861,
        "std": 0.001097921075168555,
        "values": [
          0.821177133201915,
          0.822303576457336,
          0.8197690791326387,
          0.822303576457336,
          0.8206139115742045
        ]
      }
    },
    {
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7417968398440253,
        "std": 0.034379727970217946,
        "values": [
          0.7407407407407407,
          0.7895535985423625,
          0.7352199495657046,
          0.6934699103713189,
          0.75
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.668348856255833,
        "std": 0.02044346495503081,
        "values": [
          0.6666666666666666,
          0.7027027027027025,
          0.6511627906976744,
          0.6545454545454547,
          0.6666666666666666
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7219463431305537,
        "std": 0.13269406289260083,
        "values": [
          0.6818181818181818,
          0.9285714285714286,
          0.7,
          0.5625,
          0.7368421052631579
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.6434782608695653,
        "std": 0.08363210461596238,
        "values": [
          0.6521739130434783,
          0.5652173913043478,
          0.6086956521739131,
          0.782608695652174,
          0.6086956521739131
        ]
      },
      "accuracy": {
        "mean": 0.765079365079365,
        "std": 0.04545340020087731,
        "values": [
          0.7619047619047619,
          0.8253968253968254,
          0.7619047619047619,
          0.6984126984126984,
          0.7777777777777778
        ]
      },
      "auc": {
        "mean": 0.8132608695652174,
        "std": 0.002227597992599905,
        "values": [
          0.8152173913043478,
          0.8141304347826087,
          0.8108695652173913,
          0.8152173913043478,
          0.8108695652173913
        ]
      }
    },
    {
      "variant": "full",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7299127244966264,
        "std": 0.02933178433630657,
        "values": [
          0.7445820433436532,
          0.7020585048754062,
          0.7300312360553325,
          0.7020585048754062,
          0.7708333333333334
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6274174627115803,
        "std": 0.029277267095293755,
        "values": [
          0.6470588235294118,
          0.6153846153846153,
          0.5925925925925926,
          0.6153846153846153,
          0.6666666666666667
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.710515873015873,
        "std": 0.1467321937125787,
        "values": [
          0.6875,
          0.5714285714285714,
          0.8888888888888888,
          0.5714285714285714,
          0.8333333333333334
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5888888888888889,
        "std": 0.09296222517045283,
        "values": [
          0.6111111111111112,
          0.6666666666666666,
          0.4444444444444444,
          0.6666666666666666,
          0.5555555555555556
        ]
      },
      "accuracy": {
        "mean": 0.7709090909090911,
        "std": 0.04185768884807761,
        "values": [
          0.7818181818181819,
          0.7272727272727273,
          0.8,
          0.7272727272727273,
          0.8181818181818182
        ]
      },
      "auc": {
        "mean": 0.8045045045045045,
        "std": 0.0024672187275007365,
        "values": [
          0.8048048048048048,
          0.8063063063063063,
          0.8063063063063063,
          0.8048048048048048,
          0.8003003003003003
        ]
      }
    },
    {
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7044576577868421,
        "std": 0.005939608836563228,
        "values": [
          0.7023598611012686,
          0.697902097902098,
          0.7058617550248617,
          0.7023598611012686,
          0.7138047138047139
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6714399779991658,
        "std": 0.011170969859358735,
        "values": [
          0.6601941747572816,
          0.6727272727272728,
          0.6788990825688073,
          0.6601941747572816,
          0.6851851851851852
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6685128730918205,
        "std": 0.013402070371274763,
        "values": [
          0.68,
          0.6491228070175439,
          0.6607142857142857,
          0.68,
          0.6727272727272727
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.6754716981132075,
        "std": 0.031003163632367884,
        "values": [
          0.6415094339622641,
          0.6981132075471698,
          0.6981132075471698,
          0.6415094339622641,
          0.6981132075471698
        ]
      },
      "accuracy": {
        "mean": 0.7083333333333334,
        "std": 0.005892556509887914,
        "values": [
          0.7083333333333334,
          0.7,
          0.7083333333333334,
          0.7083333333333334,
          0.7166666666666667
        ]
      },
      "auc": {
        "mean": 0.7828217403548295,
        "std": 0.0011158328784094498,
        "values": [
          0.7834412841453112,
          0.7814700084483244,
          0.7817516192621796,
          0.7837228949591665,
          0.7837228949591665
        ]
      }
    },
    {
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.5239049235993208,
        "std": 0.01667124115500052,
        "values": [
          0.5079796264855687,
          0.5278592375366569,
          0.5079796264855687,
          0.547846889952153,
          0.5278592375366569
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.2981221381900499,
        "std": 0.04527511376634593,
        "values": [
          0.25806451612903225,
          0.30303030303030304,
          0.25806451612903225,
          0.3684210526315789,
          0.30303030303030304
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.49333333333333335,
        "std": 0.014907119849998594,
        "values": [
          0.5,
          0.5,
          0.5,
          0.4666666666666667,
          0.5
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.21739130434782608,
        "std": 0.05324977701702562,
        "values": [
          0.17391304347826086,
          0.21739130434782608,
          0.17391304347826086,
          0.30434782608695654,
          0.21739130434782608
        ]
      },
      "accuracy": {
        "mean": 0.6317460317460317,
        "std": 0.007098628499999307,
        "values": [
          0.6349206349206349,
          0.6349206349206349,
          0.6349206349206349,
          0.6190476190476191,
          0.6349206349206349
        ]
      },
      "auc": {
        "mean": 0.6789130434782609,
        "std": 0.0019745545787592162,
        "values": [
          0.6771739130434783,
          0.6782608695652174,
          0.6815217391304348,
          0.6771739130434783,
          0.6804347826086956
        ]
      }
    },
    {
      "variant": "without_api",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.6868024587893943,
        "std": 0.032317179413564344,
        "values": [
          0.6631278072682728,
          0.7300312360553325,
          0.6956151553852703,
          0.6978021978021978,
          0.6474358974358974
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.539781460248646,
        "std": 0.035620876507195816,
        "values": [
          0.5161290322580646,
          0.5925925925925926,
          0.5517241379310345,
          0.5384615384615385,
          0.5
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7355949605949605,
        "std": 0.14526112991634668,
        "values": [
          0.6153846153846154,
          0.8888888888888888,
          0.7272727272727273,
          0.875,
          0.5714285714285714
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.4333333333333333,
        "std": 0.02484519974999765,
        "values": [
          0.4444444444444444,
          0.4444444444444444,
          0.4444444444444444,
          0.3888888888888889,
          0.4444444444444444
        ]
      },
      "accuracy": {
        "mean": 0.7563636363636363,
        "std": 0.037702620642414045,
        "values": [
          0.7272727272727273,
          0.8,
          0.7636363636363637,
          0.7818181818181819,
          0.7090909090909091
        ]
      },
      "auc": {
        "mean": 0.758858858858859,
        "std": 0.0008224062425002612,
        "values": [
          0.7582582582582582,
          0.7582582582582582,
          0.7582582582582582,
          0.7597597597597597,
          0.7597597597597597
        ]
      }
    },
    {
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.6875,
        "std": 0.0,
        "values": [
          0.6875,
          0.6875,
          0.6875,
          0.6875,
          0.6875
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.625,
        "std": 0.0,
        "values": [
          0.625,
          0.625,
          0.625,
          0.625,
          0.625
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6976744186046512,
        "std": 0.0,
        "values": [
          0.6976744186046512,
          0.6976744186046512,
          0.6976744186046512,
          0.6976744186046512,
          0.6976744186046512
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5660377358490566,
        "std": 0.0,
        "values": [
          0.5660377358490566,
          0.5660377358490566,
          0.5660377358490566,
          0.5660377358490566,
          0.5660377358490566
        ]
      },
      "accuracy": {
        "mean": 0.7,
        "std": 0.0,
        "values": [
          0.7,
          0.7,
          0.7,
          0.7,
          0.7
        ]
      },
      "auc": {
        "mean": 0.686003942551394,
        "std": 0.0,
        "values": [
          0.686003942551394,
          0.686003942551394,
          0.686003942551394,
          0.686003942551394,
          0.686003942551394
        ]
      }
    },
    {
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7288378766140603,
        "std": 0.0,
        "values": [
          0.7288378766140603,
          0.7288378766140603,
          0.7288378766140603,
          0.7288378766140603,
          0.7288378766140603
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6341463414634146,
        "std": 0.0,
        "values": [
          0.6341463414634146,
          0.6341463414634146,
          0.6341463414634146,
          0.6341463414634146,
          0.6341463414634146
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7222222222222222,
        "std": 0.0,
        "values": [
          0.7222222222222222,
          0.7222222222222222,
          0.7222222222222222,
          0.7222222222222222,
          0.7222222222222222
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5652173913043478,
        "std": 0.0,
        "values": [
          0.5652173913043478,
          0.5652173913043478,
          0.5652173913043478,
          0.5652173913043478,
          0.5652173913043478
        ]
      },
      "accuracy": {
        "mean": 0.7619047619047619,
        "std": 0.0,
        "values": [
          0.7619047619047619,
          0.7619047619047619,
          0.7619047619047619,
          0.7619047619047619,
          0.7619047619047619
        ]
      },
      "auc": {
        "mean": 0.720108695652174,
        "std": 0.0,
        "values": [
          0.720108695652174,
          0.720108695652174,
          0.720108695652174,
          0.720108695652174,
          0.720108695652174
        ]
      }
    },
    {
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.6168730650154799,
        "std": 0.0,
        "values": [
          0.6168730650154799,
          0.6168730650154799,
          0.6168730650154799,
          0.6168730650154799,
          0.6168730650154799
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.47058823529411764,
        "std": 0.0,
        "values": [
          0.47058823529411764,
          0.47058823529411764,
          0.47058823529411764,
          0.47058823529411764,
          0.47058823529411764
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.5,
        "std": 0.0,
        "values": [
          0.5,
          0.5,
          0.5,
          0.5,
          0.5
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.4444444444444445,
        "std": 6.206335383118183e-17,
        "values": [
          0.4444444444444444,
          0.4444444444444444,
          0.4444444444444444,
          0.4444444444444444,
          0.4444444444444444
        ]
      },
      "accuracy": {
        "mean": 0.6727272727272727,
        "std": 0.0,
        "values": [
          0.6727272727272727,
          0.6727272727272727,
          0.6727272727272727,
          0.6727272727272727,
          0.6727272727272727
        ]
      },
      "auc": {
        "mean": 0.6141141141141141,
        "std": 0.0,
        "values": [
          0.6141141141141141,
          0.6141141141141141,
          0.6141141141141141,
          0.6141141141141141,
          0.6141141141141141
        ]
      }
    },
    {
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7113858643992502,
        "std": 0.02342958351284807,
        "values": [
          0.7145122918318795,
          0.6722459555991316,
          0.7206349206349205,
          0.73502386209844,
          0.7145122918318795
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6801322595693672,
        "std": 0.01947305674066659,
        "values": [
          0.6597938144329897,
          0.7022900763358779,
          0.6857142857142857,
          0.693069306930693,
          0.6597938144329897
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6931526806526807,
        "std": 0.059832090969795804,
        "values": [
          0.7272727272727273,
          0.5897435897435898,
          0.6923076923076923,
          0.7291666666666666,
          0.7272727272727273
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.6830188679245283,
        "std": 0.10871592672368255,
        "values": [
          0.6037735849056604,
          0.8679245283018868,
          0.6792452830188679,
          0.660377358490566,
          0.6037735849056604
        ]
      },
      "accuracy": {
        "mean": 0.7183333333333334,
        "std": 0.025276251480171822,
        "values": [
          0.725,
          0.675,
          0.725,
          0.7416666666666667,
          0.725
        ]
      },
      "auc": {
        "mean": 0.8083356800901154,
        "std": 0.0010649208899571282,
        "values": [
          0.8093494790199943,
          0.8093494790199943,
          0.8082230357645733,
          0.8079414249507181,
          0.8068149816952971
        ]
      }
    },
    {
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.6149811766749715,
        "std": 0.07721129433394379,
        "values": [
          0.5846153846153845,
          0.6472148541114058,
          0.5187499999999999,
          0.7260869565217392,
          0.5982386881263285
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.45281870499261806,
        "std": 0.14247869401994745,
        "values": [
          0.4,
          0.5128205128205128,
          0.26666666666666666,
          0.6521739130434783,
          0.4324324324324324
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6006728778467909,
        "std": 0.03624666956524141,
        "values": [
          0.5833333333333334,
          0.625,
          0.5714285714285714,
          0.6521739130434783,
          0.5714285714285714
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.38260869565217387,
        "std": 0.1776766673191526,
        "values": [
          0.30434782608695654,
          0.43478260869565216,
          0.17391304347826086,
          0.6521739130434783,
          0.34782608695652173
        ]
      },
      "accuracy": {
        "mean": 0.6857142857142857,
        "std": 0.03789630598829627,
        "values": [
          0.6666666666666666,
          0.6984126984126984,
          0.6507936507936508,
          0.746031746031746,
          0.6666666666666666
        ]
      },
      "auc": {
        "mean": 0.7567391304347827,
        "std": 0.0019444069369563275,
        "values": [
          0.7597826086956522,
          0.7576086956521739,
          0.7554347826086957,
          0.7554347826086957,
          0.7554347826086957
        ]
      }
    },
    {
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.6973934482453265,
        "std": 0.02351860640265758,
        "values": [
          0.7300312360553325,
          0.6635294117647059,
          0.6978021978021978,
          0.6978021978021978,
          0.6978021978021978
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.5375954415954416,
        "std": 0.039825154995686264,
        "values": [
          0.5925925925925926,
          0.48,
          0.5384615384615385,
          0.5384615384615385,
          0.5384615384615385
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.8742063492063492,
        "std": 0.011276406538399068,
        "values": [
          0.8888888888888888,
          0.8571428571428571,
          0.875,
          0.875,
          0.875
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.38888888888888884,
        "std": 0.039283710065919304,
        "values": [
          0.4444444444444444,
          0.3333333333333333,
          0.3888888888888889,
          0.3888888888888889,
          0.3888888888888889
        ]
      },
      "accuracy": {
        "mean": 0.7818181818181819,
        "std": 0.012856486930664506,
        "values": [
          0.8,
          0.7636363636363637,
          0.7818181818181819,
          0.7818181818181819,
          0.7818181818181819
        ]
      },
      "auc": {
        "mean": 0.8090090090090092,
        "std": 0.0019577184400008238,
        "values": [
          0.8063063063063063,
          0.8108108108108109,
          0.8093093093093093,
          0.8108108108108109,
          0.8078078078078078
        ]
      }
    },
    {
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7337865396689357,
        "std": 0.020019045350011675,
        "values": [
          0.745475113122172,
          0.7332592386774105,
          0.745475113122172,
          0.6992481203007519,
          0.745475113122172
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.7155429316446267,
        "std": 0.007513279858580973,
        "values": [
          0.7115384615384615,
          0.7288135593220341,
          0.7115384615384615,
          0.7142857142857144,
          0.7115384615384615
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6908894811876278,
        "std": 0.049990201001137484,
        "values": [
          0.7254901960784313,
          0.6615384615384615,
          0.7254901960784313,
          0.6164383561643836,
          0.7254901960784313
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.7509433962264151,
        "std": 0.07356071203629412,
        "values": [
          0.6981132075471698,
          0.8113207547169812,
          0.6981132075471698,
          0.8490566037735849,
          0.6981132075471698
        ]
      },
      "accuracy": {
        "mean": 0.7366666666666667,
        "std": 0.02173067468400885,
        "values": [
          0.75,
          0.7333333333333333,
          0.75,
          0.7,
          0.75
        ]
      },
      "auc": {
        "mean": 0.8204449450858913,
        "std": 0.0014441995387168066,
        "values": [
          0.821177133201915,
          0.8220219656434807,
          0.8192058575049281,
          0.821177133201915,
          0.8186426358772176
        ]
      }
    },
    {
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7505583199044328,
        "std": 0.02953733787327478,
        "values": [
          0.7555432372505544,
          0.7895535985423625,
          0.7407407407407407,
          0.7083333333333334,
          0.7586206896551724
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6769041769041768,
        "std": 0.015844014842058145,
        "values": [
          0.6818181818181819,
          0.7027027027027025,
          0.6666666666666666,
          0.6666666666666667,
          0.6666666666666667
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7435640971931294,
        "std": 0.13246908394639142,
        "values": [
          0.7142857142857143,
          0.9285714285714286,
          0.6818181818181818,
          0.5806451612903226,
          0.8125
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.6434782608695653,
        "std": 0.08910391970399653,
        "values": [
          0.6521739130434783,
          0.5652173913043478,
          0.6521739130434783,
          0.782608695652174,
          0.5652173913043478
        ]
      },
      "accuracy": {
        "mean": 0.7746031746031746,
        "std": 0.04108628287474533,
        "values": [
          0.7777777777777778,
          0.8253968253968254,
          0.7619047619047619,
          0.7142857142857143,
          0.7936507936507936
        ]
      },
      "auc": {
        "mean": 0.8143478260869564,
        "std": 0.0009094130723196355,
        "values": [
          0.8152173913043478,
          0.8141304347826087,
          0.8130434782608695,
          0.8141304347826087,
          0.8152173913043478
        ]
      }
    },
    {
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.732957018450215,
        "std": 0.025818089566970626,
        "values": [
          0.7109609609609611,
          0.7445820433436532,
          0.7300312360553325,
          0.7083775185577943,
          0.7708333333333334
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6303151070726394,
        "std": 0.029190100386294097,
        "values": [
          0.6111111111111112,
          0.6470588235294118,
          0.5925925925925926,
          0.6341463414634146,
          0.6666666666666667
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7172101449275362,
        "std": 0.13982102922667722,
        "values": [
          0.6111111111111112,
          0.6875,
          0.8888888888888888,
          0.5652173913043478,
          0.8333333333333334
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5888888888888889,
        "std": 0.1009216784699164,
        "values": [
          0.6111111111111112,
          0.6111111111111112,
          0.4444444444444444,
          0.7222222222222222,
          0.5555555555555556
        ]
      },
      "accuracy": {
        "mean": 0.7745454545454546,
        "std": 0.03770262064241405,
        "values": [
          0.7454545454545455,
          0.7818181818181819,
          0.8,
          0.7272727272727273,
          0.8181818181818182
        ]
      },
      "auc": {
        "mean": 0.8069069069069069,
        "std": 0.001711975112761493,
        "values": [
          0.8078078078078078,
          0.8093093093093093,
          0.8063063063063063,
          0.8063063063063063,
          0.8048048048048048
        ]
      }
    },
    {
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7352840943144348,
        "std": 0.021630111743176077,
        "values": [
          0.7533838849124797,
          0.7163515016685207,
          0.7533838849124797,
          0.7078260869565216,
          0.745475113122172
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.715065643429219,
        "std": 0.005621047657487868,
        "values": [
          0.7184466019417476,
          0.706896551724138,
          0.7184466019417476,
          0.72,
          0.7115384615384615
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6962567693744164,
        "std": 0.05437360577695883,
        "values": [
          0.74,
          0.6507936507936508,
          0.74,
          0.625,
          0.7254901960784313
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.7433962264150944,
        "std": 0.06750393894338992,
        "values": [
          0.6981132075471698,
          0.7735849056603774,
          0.6981132075471698,
          0.8490566037735849,
          0.6981132075471698
        ]
      },
      "accuracy": {
        "mean": 0.7383333333333334,
        "std": 0.024008100484813194,
        "values": [
          0.7583333333333333,
          0.7166666666666667,
          0.7583333333333333,
          0.7083333333333334,
          0.75
        ]
      },
      "auc": {
        "mean": 0.8211771332019151,
        "std": 0.0005268455909284563,
        "values": [
          0.8208955223880597,
          0.8220219656434807,
          0.821177133201915,
          0.821177133201915,
          0.8206139115742045
        ]
      }
    },
    {
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.710978407557355,
        "std": 0.027831856175613477,
        "values": [
          0.7083333333333334,
          0.7260869565217392,
          0.7260869565217392,
          0.6636155606407322,
          0.7307692307692308
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6538520213577421,
        "std": 0.014406180867510133,
        "values": [
          0.6666666666666667,
          0.6521739130434783,
          0.6521739130434783,
          0.631578947368421,
          0.6666666666666666
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6108809504166324,
        "std": 0.05433591753643752,
        "values": [
          0.5806451612903226,
          0.6521739130434783,
          0.6521739130434783,
          0.5294117647058824,
          0.64
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.7130434782608697,
        "std": 0.06593804733957871,
        "values": [
          0.782608695652174,
          0.6521739130434783,
          0.6521739130434783,
          0.782608695652174,
          0.6956521739130435
        ]
      },
      "accuracy": {
        "mean": 0.7238095238095238,
        "std": 0.034776035397153425,
        "values": [
          0.7142857142857143,
          0.746031746031746,
          0.746031746031746,
          0.6666666666666666,
          0.746031746031746
        ]
      },
      "auc": {
        "mean": 0.8097826086956521,
        "std": 0.001331244425425655,
        "values": [
          0.8108695652173913,
          0.8097826086956522,
          0.8076086956521739,
          0.8108695652173913,
          0.8097826086956522
        ]
      }
    },
    {
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.722894929217199,
        "std": 0.03310695510656527,
        "values": [
          0.7708333333333334,
          0.7250000000000001,
          0.7300312360553325,
          0.7083775185577943,
          0.6802325581395349
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6086811201445348,
        "std": 0.0666867256833409,
        "values": [
          0.6666666666666667,
          0.65,
          0.5925925925925926,
          0.6341463414634146,
          0.5
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7756697408871321,
        "std": 0.1903249981918524,
        "values": [
          0.8333333333333334,
          0.5909090909090909,
          0.8888888888888888,
          0.5652173913043478,
          1.0
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5555555555555556,
        "std": 0.17123372230469378,
        "values": [
          0.5555555555555556,
          0.7222222222222222,
          0.4444444444444444,
          0.7222222222222222,
          0.3333333333333333
        ]
      },
      "accuracy": {
        "mean": 0.7745454545454545,
        "std": 0.03770262064241405,
        "values": [
          0.8181818181818182,
          0.7454545454545455,
          0.8,
          0.7272727272727273,
          0.7818181818181819
        ]
      },
      "auc": {
        "mean": 0.8045045045045045,
        "std": 0.0016448124850004617,
        "values": [
          0.8033033033033034,
          0.8063063063063063,
          0.8033033033033034,
          0.8063063063063063,
          0.8033033033033034
        ]
      }
    },
    {
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "test_n": 120,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7386279457707656,
        "std": 0.022595657467240626,
        "values": [
          0.7533838849124797,
          0.7416487256059449,
          0.7533838849124797,
          0.6992481203007519,
          0.745475113122172
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.7204426356053997,
        "std": 0.011047435292041887,
        "values": [
          0.7184466019417476,
          0.7394957983193277,
          0.7184466019417476,
          0.7142857142857144,
          0.7115384615384615
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.6977190437818963,
        "std": 0.054583412593465316,
        "values": [
          0.74,
          0.6666666666666666,
          0.74,
          0.6164383561643836,
          0.7254901960784313
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.7547169811320755,
        "std": 0.077794445766371,
        "values": [
          0.6981132075471698,
          0.8301886792452831,
          0.6981132075471698,
          0.8490566037735849,
          0.6981132075471698
        ]
      },
      "accuracy": {
        "mean": 0.7416666666666666,
        "std": 0.02429563289518876,
        "values": [
          0.7583333333333333,
          0.7416666666666667,
          0.7583333333333333,
          0.7,
          0.75
        ]
      },
      "auc": {
        "mean": 0.8196564348070966,
        "std": 0.001204688799561145,
        "values": [
          0.821177133201915,
          0.8203323007603492,
          0.8189242466910729,
          0.8197690791326387,
          0.8180794142495071
        ]
      }
    },
    {
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "test_n": 63,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7376559061772311,
        "std": 0.026333270255988625,
        "values": [
          0.7352199495657046,
          0.7666666666666667,
          0.7407407407407407,
          0.6956521739130435,
          0.75
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6635658914728683,
        "std": 0.0069335441162784546,
        "values": [
          0.6511627906976744,
          0.6666666666666667,
          0.6666666666666666,
          0.6666666666666667,
          0.6666666666666666
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7201121479140056,
        "std": 0.1316809935234224,
        "values": [
          0.7,
          0.9230769230769231,
          0.6818181818181818,
          0.5588235294117647,
          0.7368421052631579
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.6434782608695653,
        "std": 0.11254068787430248,
        "values": [
          0.6086956521739131,
          0.5217391304347826,
          0.6521739130434783,
          0.8260869565217391,
          0.6086956521739131
        ]
      },
      "accuracy": {
        "mean": 0.7619047619047619,
        "std": 0.04046840883803799,
        "values": [
          0.7619047619047619,
          0.8095238095238095,
          0.7619047619047619,
          0.6984126984126984,
          0.7777777777777778
        ]
      },
      "auc": {
        "mean": 0.8132608695652174,
        "std": 0.0019444069369563277,
        "values": [
          0.8141304347826087,
          0.8141304347826087,
          0.8097826086956522,
          0.8141304347826087,
          0.8141304347826087
        ]
      }
    },
    {
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "test_n": 55,
      "seeds": [
        17,
        29,
        43,
        71,
        101
      ],
      "macro_f1": {
        "mean": 0.7397512815194811,
        "std": 0.030269674970794653,
        "values": [
          0.7708333333333334,
          0.7020585048754062,
          0.7300312360553325,
          0.7250000000000001,
          0.7708333333333334
        ]
      },
      "nonrecovery_f1": {
        "mean": 0.6382621082621082,
        "std": 0.03301704226840396,
        "values": [
          0.6666666666666667,
          0.6153846153846153,
          0.5925925925925926,
          0.65,
          0.6666666666666667
        ]
      },
      "nonrecovery_precision": {
        "mean": 0.7435786435786436,
        "std": 0.1501420291854027,
        "values": [
          0.8333333333333334,
          0.5714285714285714,
          0.8888888888888888,
          0.5909090909090909,
          0.8333333333333334
        ]
      },
      "nonrecovery_recall": {
        "mean": 0.5888888888888889,
        "std": 0.10829771494232182,
        "values": [
          0.5555555555555556,
          0.6666666666666666,
          0.4444444444444444,
          0.7222222222222222,
          0.5555555555555556
        ]
      },
      "accuracy": {
        "mean": 0.781818181818182,
        "std": 0.0426401432711221,
        "values": [
          0.8181818181818182,
          0.7272727272727273,
          0.8,
          0.7454545454545455,
          0.8181818181818182
        ]
      },
      "auc": {
        "mean": 0.8048048048048049,
        "std": 0.00237408232745372,
        "values": [
          0.8063063063063063,
          0.8078078078078078,
          0.8033033033033034,
          0.8048048048048048,
          0.8018018018018018
        ]
      }
    }
  ],
  "per_seed": [
    {
      "seed": 17,
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5544495452696319,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            52,
            8
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.7878787878787878,
          "recall": 0.8666666666666667,
          "f1": 0.8253968253968254,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7837837837837838,
          "recall": 0.6744186046511628,
          "f1": 0.725,
          "support": 43
        },
        "macro_f1": 0.7751984126984126
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 17,
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.4985173027808912,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            37,
            12
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.6470588235294118,
        "recovery": {
          "precision": 0.7551020408163265,
          "recall": 0.7551020408163265,
          "f1": 0.7551020408163265,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.3684210526315789,
          "recall": 0.3684210526315789,
          "f1": 0.3684210526315789,
          "support": 19
        },
        "macro_f1": 0.5617615467239527
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            33,
            7
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.8048780487804879,
          "recall": 0.825,
          "f1": 0.8148148148148149,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6818181818181818,
          "recall": 0.6521739130434783,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.7407407407407407
      },
      "test_auc": 0.8152173913043478
    },
    {
      "seed": 17,
      "variant": "full",
      "model": "Kimi K2.5",
      "threshold": 0.5154484709472598,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6842105263157895,
        "recovery": {
          "precision": 0.6764705882352942,
          "recall": 0.7666666666666667,
          "f1": 0.71875,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6956521739130435,
          "recall": 0.5925925925925926,
          "f1": 0.6399999999999999,
          "support": 27
        },
        "macro_f1": 0.679375
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            32,
            5
          ],
          [
            7,
            11
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.8205128205128205,
          "recall": 0.8648648648648649,
          "f1": 0.8421052631578947,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.6875,
          "recall": 0.6111111111111112,
          "f1": 0.6470588235294118,
          "support": 18
        },
        "macro_f1": 0.7445820433436532
      },
      "test_auc": 0.8048048048048048
    },
    {
      "seed": 17,
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5222187897323451,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            47,
            13
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.7966101694915254,
          "recall": 0.7833333333333333,
          "f1": 0.7899159663865546,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7045454545454546,
          "recall": 0.7209302325581395,
          "f1": 0.7126436781609196,
          "support": 43
        },
        "macro_f1": 0.7512798222737371
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            51,
            16
          ],
          [
            19,
            34
          ]
        ],
        "accuracy": 0.7083333333333334,
        "recovery": {
          "precision": 0.7285714285714285,
          "recall": 0.7611940298507462,
          "f1": 0.7445255474452556,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.68,
          "recall": 0.6415094339622641,
          "f1": 0.6601941747572816,
          "support": 53
        },
        "macro_f1": 0.7023598611012686
      },
      "test_auc": 0.7834412841453112
    },
    {
      "seed": 17,
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5417348356035936,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            46,
            3
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7666666666666667,
          "recall": 0.9387755102040817,
          "f1": 0.8440366972477065,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.625,
          "recall": 0.2631578947368421,
          "f1": 0.37037037037037035,
          "support": 19
        },
        "macro_f1": 0.6072035338090385
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            36,
            4
          ],
          [
            19,
            4
          ]
        ],
        "accuracy": 0.6349206349206349,
        "recovery": {
          "precision": 0.6545454545454545,
          "recall": 0.9,
          "f1": 0.7578947368421052,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.17391304347826086,
          "f1": 0.25806451612903225,
          "support": 23
        },
        "macro_f1": 0.5079796264855687
      },
      "test_auc": 0.6771739130434783
    },
    {
      "seed": 17,
      "variant": "without_api",
      "model": "Kimi K2.5",
      "threshold": 0.5014057337564133,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            22,
            8
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6666666666666666,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.7333333333333333,
          "f1": 0.6984126984126984,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.5925925925925926,
          "f1": 0.627450980392157,
          "support": 27
        },
        "macro_f1": 0.6629318394024277
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            32,
            5
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.7619047619047619,
          "recall": 0.8648648648648649,
          "f1": 0.810126582278481,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.6153846153846154,
          "recall": 0.4444444444444444,
          "f1": 0.5161290322580646,
          "support": 18
        },
        "macro_f1": 0.6631278072682728
      },
      "test_auc": 0.7582582582582582
    },
    {
      "seed": 17,
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            21,
            22
          ]
        ],
        "accuracy": 0.7087378640776699,
        "recovery": {
          "precision": 0.7083333333333334,
          "recall": 0.85,
          "f1": 0.7727272727272727,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7096774193548387,
          "recall": 0.5116279069767442,
          "f1": 0.5945945945945946,
          "support": 43
        },
        "macro_f1": 0.6836609336609336
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            23,
            30
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.7012987012987013,
          "recall": 0.8059701492537313,
          "f1": 0.75,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6976744186046512,
          "recall": 0.5660377358490566,
          "f1": 0.625,
          "support": 53
        },
        "macro_f1": 0.6875
      },
      "test_auc": 0.686003942551394
    },
    {
      "seed": 17,
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7547169811320755,
          "recall": 0.8163265306122449,
          "f1": 0.7843137254901962,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4,
          "recall": 0.3157894736842105,
          "f1": 0.35294117647058826,
          "support": 19
        },
        "macro_f1": 0.5686274509803922
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.875,
          "f1": 0.823529411764706,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7222222222222222,
          "recall": 0.5652173913043478,
          "f1": 0.6341463414634146,
          "support": 23
        },
        "macro_f1": 0.7288378766140603
      },
      "test_auc": 0.720108695652174
    },
    {
      "seed": 17,
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "threshold": 0.48636643108316013,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            14,
            16
          ],
          [
            6,
            21
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.7,
          "recall": 0.4666666666666667,
          "f1": 0.56,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5675675675675675,
          "recall": 0.7777777777777778,
          "f1": 0.65625,
          "support": 27
        },
        "macro_f1": 0.608125
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            29,
            8
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.6727272727272727,
        "recovery": {
          "precision": 0.7435897435897436,
          "recall": 0.7837837837837838,
          "f1": 0.7631578947368421,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 18
        },
        "macro_f1": 0.6168730650154799
      },
      "test_auc": 0.6141141141141141
    },
    {
      "seed": 17,
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5661017937296098,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            13,
            30
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7936507936507936,
          "recall": 0.8333333333333334,
          "f1": 0.8130081300813008,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.75,
          "recall": 0.6976744186046512,
          "f1": 0.7228915662650603,
          "support": 43
        },
        "macro_f1": 0.7679498481731806
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            55,
            12
          ],
          [
            21,
            32
          ]
        ],
        "accuracy": 0.725,
        "recovery": {
          "precision": 0.7236842105263158,
          "recall": 0.8208955223880597,
          "f1": 0.7692307692307693,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7272727272727273,
          "recall": 0.6037735849056604,
          "f1": 0.6597938144329897,
          "support": 53
        },
        "macro_f1": 0.7145122918318795
      },
      "test_auc": 0.8093494790199943
    },
    {
      "seed": 17,
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5362757637544151,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            46,
            3
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7666666666666667,
          "recall": 0.9387755102040817,
          "f1": 0.8440366972477065,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.625,
          "recall": 0.2631578947368421,
          "f1": 0.37037037037037035,
          "support": 19
        },
        "macro_f1": 0.6072035338090385
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            16,
            7
          ]
        ],
        "accuracy": 0.6666666666666666,
        "recovery": {
          "precision": 0.6862745098039216,
          "recall": 0.875,
          "f1": 0.7692307692307692,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5833333333333334,
          "recall": 0.30434782608695654,
          "f1": 0.4,
          "support": 23
        },
        "macro_f1": 0.5846153846153845
      },
      "test_auc": 0.7597826086956522
    },
    {
      "seed": 17,
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "threshold": 0.5176625635575868,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            25,
            5
          ],
          [
            12,
            15
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6756756756756757,
          "recall": 0.8333333333333334,
          "f1": 0.746268656716418,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.75,
          "recall": 0.5555555555555556,
          "f1": 0.6382978723404256,
          "support": 27
        },
        "macro_f1": 0.6922832645284218
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 17,
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5546230789224531,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7669902912621359,
        "recovery": {
          "precision": 0.78125,
          "recall": 0.8333333333333334,
          "f1": 0.8064516129032259,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7435897435897436,
          "recall": 0.6744186046511628,
          "f1": 0.7073170731707318,
          "support": 43
        },
        "macro_f1": 0.7568843430369788
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 17,
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.4901135734370662,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            37,
            12
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.6470588235294118,
        "recovery": {
          "precision": 0.7551020408163265,
          "recall": 0.7551020408163265,
          "f1": 0.7551020408163265,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.3684210526315789,
          "recall": 0.3684210526315789,
          "f1": 0.3684210526315789,
          "support": 19
        },
        "macro_f1": 0.5617615467239527
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            34,
            6
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.7777777777777778,
        "recovery": {
          "precision": 0.8095238095238095,
          "recall": 0.85,
          "f1": 0.8292682926829269,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7142857142857143,
          "recall": 0.6521739130434783,
          "f1": 0.6818181818181819,
          "support": 23
        },
        "macro_f1": 0.7555432372505544
      },
      "test_auc": 0.8152173913043478
    },
    {
      "seed": 17,
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "threshold": 0.5182601092988157,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6842105263157895,
        "recovery": {
          "precision": 0.6764705882352942,
          "recall": 0.7666666666666667,
          "f1": 0.71875,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6956521739130435,
          "recall": 0.5925925925925926,
          "f1": 0.6399999999999999,
          "support": 27
        },
        "macro_f1": 0.679375
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            30,
            7
          ],
          [
            7,
            11
          ]
        ],
        "accuracy": 0.7454545454545455,
        "recovery": {
          "precision": 0.8108108108108109,
          "recall": 0.8108108108108109,
          "f1": 0.8108108108108109,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.6111111111111112,
          "recall": 0.6111111111111112,
          "f1": 0.6111111111111112,
          "support": 18
        },
        "macro_f1": 0.7109609609609611
      },
      "test_auc": 0.8078078078078078
    },
    {
      "seed": 17,
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5571195955856005,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            52,
            8
          ],
          [
            15,
            28
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7761194029850746,
          "recall": 0.8666666666666667,
          "f1": 0.8188976377952756,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.6511627906976745,
          "f1": 0.7088607594936709,
          "support": 43
        },
        "macro_f1": 0.7638791986444733
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.8208955223880597
    },
    {
      "seed": 17,
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.481619393044648,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            37,
            12
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7872340425531915,
          "recall": 0.7551020408163265,
          "f1": 0.7708333333333333,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.42857142857142855,
          "recall": 0.47368421052631576,
          "f1": 0.45,
          "support": 19
        },
        "macro_f1": 0.6104166666666666
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            27,
            13
          ],
          [
            5,
            18
          ]
        ],
        "accuracy": 0.7142857142857143,
        "recovery": {
          "precision": 0.84375,
          "recall": 0.675,
          "f1": 0.75,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5806451612903226,
          "recall": 0.782608695652174,
          "f1": 0.6666666666666667,
          "support": 23
        },
        "macro_f1": 0.7083333333333334
      },
      "test_auc": 0.8108695652173913
    },
    {
      "seed": 17,
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "threshold": 0.5395560822799017,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            25,
            5
          ],
          [
            12,
            15
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6756756756756757,
          "recall": 0.8333333333333334,
          "f1": 0.746268656716418,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.75,
          "recall": 0.5555555555555556,
          "f1": 0.6382978723404256,
          "support": 27
        },
        "macro_f1": 0.6922832645284218
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            35,
            2
          ],
          [
            8,
            10
          ]
        ],
        "accuracy": 0.8181818181818182,
        "recovery": {
          "precision": 0.813953488372093,
          "recall": 0.9459459459459459,
          "f1": 0.875,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5555555555555556,
          "f1": 0.6666666666666667,
          "support": 18
        },
        "macro_f1": 0.7708333333333334
      },
      "test_auc": 0.8033033033033034
    },
    {
      "seed": 17,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5493901411036215,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            15,
            28
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.7692307692307693,
          "recall": 0.8333333333333334,
          "f1": 0.8,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7368421052631579,
          "recall": 0.6511627906976745,
          "f1": 0.6913580246913581,
          "support": 43
        },
        "macro_f1": 0.7456790123456791
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 17,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.512943839295561,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            38,
            11
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.6470588235294118,
        "recovery": {
          "precision": 0.7450980392156863,
          "recall": 0.7755102040816326,
          "f1": 0.76,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.35294117647058826,
          "recall": 0.3157894736842105,
          "f1": 0.33333333333333337,
          "support": 19
        },
        "macro_f1": 0.5466666666666666
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            34,
            6
          ],
          [
            9,
            14
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7906976744186046,
          "recall": 0.85,
          "f1": 0.8192771084337349,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7,
          "recall": 0.6086956521739131,
          "f1": 0.6511627906976744,
          "support": 23
        },
        "macro_f1": 0.7352199495657046
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 17,
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "threshold": 0.5284135120581394,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            12,
            15
          ]
        ],
        "accuracy": 0.6666666666666666,
        "recovery": {
          "precision": 0.6571428571428571,
          "recall": 0.7666666666666667,
          "f1": 0.7076923076923077,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6818181818181818,
          "recall": 0.5555555555555556,
          "f1": 0.6122448979591836,
          "support": 27
        },
        "macro_f1": 0.6599686028257457
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            35,
            2
          ],
          [
            8,
            10
          ]
        ],
        "accuracy": 0.8181818181818182,
        "recovery": {
          "precision": 0.813953488372093,
          "recall": 0.9459459459459459,
          "f1": 0.875,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5555555555555556,
          "f1": 0.6666666666666667,
          "support": 18
        },
        "macro_f1": 0.7708333333333334
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 29,
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.4979219947657535,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.8064516129032258,
          "recall": 0.8333333333333334,
          "f1": 0.819672131147541,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7560975609756098,
          "recall": 0.7209302325581395,
          "f1": 0.7380952380952381,
          "support": 43
        },
        "macro_f1": 0.7788836846213896
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            45,
            22
          ],
          [
            11,
            42
          ]
        ],
        "accuracy": 0.725,
        "recovery": {
          "precision": 0.8035714285714286,
          "recall": 0.6716417910447762,
          "f1": 0.7317073170731707,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.65625,
          "recall": 0.7924528301886793,
          "f1": 0.7179487179487181,
          "support": 53
        },
        "macro_f1": 0.7248280175109444
      },
      "test_auc": 0.822303576457336
    },
    {
      "seed": 29,
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.542767775864019,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.6617647058823529,
        "recovery": {
          "precision": 0.7407407407407407,
          "recall": 0.8163265306122449,
          "f1": 0.7766990291262137,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.35714285714285715,
          "recall": 0.2631578947368421,
          "f1": 0.30303030303030304,
          "support": 19
        },
        "macro_f1": 0.5398646660782583
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            39,
            1
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.8253968253968254,
        "recovery": {
          "precision": 0.7959183673469388,
          "recall": 0.975,
          "f1": 0.8764044943820225,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.9285714285714286,
          "recall": 0.5652173913043478,
          "f1": 0.7027027027027025,
          "support": 23
        },
        "macro_f1": 0.7895535985423625
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 29,
      "variant": "full",
      "model": "Kimi K2.5",
      "threshold": 0.48848902013922524,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            17,
            13
          ],
          [
            15,
            12
          ]
        ],
        "accuracy": 0.5087719298245614,
        "recovery": {
          "precision": 0.53125,
          "recall": 0.5666666666666667,
          "f1": 0.5483870967741935,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.48,
          "recall": 0.4444444444444444,
          "f1": 0.4615384615384615,
          "support": 27
        },
        "macro_f1": 0.5049627791563275
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            28,
            9
          ],
          [
            6,
            12
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.8235294117647058,
          "recall": 0.7567567567567568,
          "f1": 0.7887323943661971,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.6666666666666666,
          "f1": 0.6153846153846153,
          "support": 18
        },
        "macro_f1": 0.7020585048754062
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 29,
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.4912250293974708,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            44,
            16
          ],
          [
            11,
            32
          ]
        ],
        "accuracy": 0.7378640776699029,
        "recovery": {
          "precision": 0.8,
          "recall": 0.7333333333333333,
          "f1": 0.7652173913043478,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.7441860465116279,
          "f1": 0.7032967032967034,
          "support": 43
        },
        "macro_f1": 0.7342570473005257
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            47,
            20
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.746031746031746,
          "recall": 0.7014925373134329,
          "f1": 0.7230769230769232,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6491228070175439,
          "recall": 0.6981132075471698,
          "f1": 0.6727272727272728,
          "support": 53
        },
        "macro_f1": 0.697902097902098
      },
      "test_auc": 0.7814700084483244
    },
    {
      "seed": 29,
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5386223622342161,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            44,
            5
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.7352941176470589,
        "recovery": {
          "precision": 0.7719298245614035,
          "recall": 0.8979591836734694,
          "f1": 0.8301886792452831,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5454545454545454,
          "recall": 0.3157894736842105,
          "f1": 0.39999999999999997,
          "support": 19
        },
        "macro_f1": 0.6150943396226415
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            18,
            5
          ]
        ],
        "accuracy": 0.6349206349206349,
        "recovery": {
          "precision": 0.660377358490566,
          "recall": 0.875,
          "f1": 0.7526881720430108,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.21739130434782608,
          "f1": 0.30303030303030304,
          "support": 23
        },
        "macro_f1": 0.5278592375366569
      },
      "test_auc": 0.6782608695652174
    },
    {
      "seed": 29,
      "variant": "without_api",
      "model": "Kimi K2.5",
      "threshold": 0.5179118990379187,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8666666666666667,
          "f1": 0.7536231884057971,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.5185185185185185,
          "f1": 0.6222222222222222,
          "support": 27
        },
        "macro_f1": 0.6879227053140097
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.7582582582582582
    },
    {
      "seed": 29,
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            21,
            22
          ]
        ],
        "accuracy": 0.7087378640776699,
        "recovery": {
          "precision": 0.7083333333333334,
          "recall": 0.85,
          "f1": 0.7727272727272727,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7096774193548387,
          "recall": 0.5116279069767442,
          "f1": 0.5945945945945946,
          "support": 43
        },
        "macro_f1": 0.6836609336609336
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            23,
            30
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.7012987012987013,
          "recall": 0.8059701492537313,
          "f1": 0.75,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6976744186046512,
          "recall": 0.5660377358490566,
          "f1": 0.625,
          "support": 53
        },
        "macro_f1": 0.6875
      },
      "test_auc": 0.686003942551394
    },
    {
      "seed": 29,
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7547169811320755,
          "recall": 0.8163265306122449,
          "f1": 0.7843137254901962,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4,
          "recall": 0.3157894736842105,
          "f1": 0.35294117647058826,
          "support": 19
        },
        "macro_f1": 0.5686274509803922
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.875,
          "f1": 0.823529411764706,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7222222222222222,
          "recall": 0.5652173913043478,
          "f1": 0.6341463414634146,
          "support": 23
        },
        "macro_f1": 0.7288378766140603
      },
      "test_auc": 0.720108695652174
    },
    {
      "seed": 29,
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            20,
            10
          ],
          [
            18,
            9
          ]
        ],
        "accuracy": 0.5087719298245614,
        "recovery": {
          "precision": 0.5263157894736842,
          "recall": 0.6666666666666666,
          "f1": 0.5882352941176471,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.47368421052631576,
          "recall": 0.3333333333333333,
          "f1": 0.391304347826087,
          "support": 27
        },
        "macro_f1": 0.48976982097186705
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            29,
            8
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.6727272727272727,
        "recovery": {
          "precision": 0.7435897435897436,
          "recall": 0.7837837837837838,
          "f1": 0.7631578947368421,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 18
        },
        "macro_f1": 0.6168730650154799
      },
      "test_auc": 0.6141141141141141
    },
    {
      "seed": 29,
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.4501298523834323,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            41,
            19
          ],
          [
            6,
            37
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.8723404255319149,
          "recall": 0.6833333333333333,
          "f1": 0.766355140186916,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6607142857142857,
          "recall": 0.8604651162790697,
          "f1": 0.7474747474747474,
          "support": 43
        },
        "macro_f1": 0.7569149438308317
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            35,
            32
          ],
          [
            7,
            46
          ]
        ],
        "accuracy": 0.675,
        "recovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5223880597014925,
          "f1": 0.6422018348623852,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.5897435897435898,
          "recall": 0.8679245283018868,
          "f1": 0.7022900763358779,
          "support": 53
        },
        "macro_f1": 0.6722459555991316
      },
      "test_auc": 0.8093494790199943
    },
    {
      "seed": 29,
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5196120688234676,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            38,
            11
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.6617647058823529,
        "recovery": {
          "precision": 0.76,
          "recall": 0.7755102040816326,
          "f1": 0.7676767676767676,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.3888888888888889,
          "recall": 0.3684210526315789,
          "f1": 0.37837837837837834,
          "support": 19
        },
        "macro_f1": 0.573027573027573
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            34,
            6
          ],
          [
            13,
            10
          ]
        ],
        "accuracy": 0.6984126984126984,
        "recovery": {
          "precision": 0.723404255319149,
          "recall": 0.85,
          "f1": 0.7816091954022989,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.625,
          "recall": 0.43478260869565216,
          "f1": 0.5128205128205128,
          "support": 23
        },
        "macro_f1": 0.6472148541114058
      },
      "test_auc": 0.7576086956521739
    },
    {
      "seed": 29,
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "threshold": 0.5555647126555,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            28,
            2
          ],
          [
            14,
            13
          ]
        ],
        "accuracy": 0.7192982456140351,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.9333333333333333,
          "f1": 0.7777777777777778,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.8666666666666667,
          "recall": 0.48148148148148145,
          "f1": 0.6190476190476191,
          "support": 27
        },
        "macro_f1": 0.6984126984126984
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            12,
            6
          ]
        ],
        "accuracy": 0.7636363636363637,
        "recovery": {
          "precision": 0.75,
          "recall": 0.972972972972973,
          "f1": 0.8470588235294119,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8571428571428571,
          "recall": 0.3333333333333333,
          "f1": 0.48,
          "support": 18
        },
        "macro_f1": 0.6635294117647059
      },
      "test_auc": 0.8108108108108109
    },
    {
      "seed": 29,
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5055685017310936,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.8064516129032258,
          "recall": 0.8333333333333334,
          "f1": 0.819672131147541,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7560975609756098,
          "recall": 0.7209302325581395,
          "f1": 0.7380952380952381,
          "support": 43
        },
        "macro_f1": 0.7788836846213896
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            45,
            22
          ],
          [
            10,
            43
          ]
        ],
        "accuracy": 0.7333333333333333,
        "recovery": {
          "precision": 0.8181818181818182,
          "recall": 0.6716417910447762,
          "f1": 0.7377049180327869,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6615384615384615,
          "recall": 0.8113207547169812,
          "f1": 0.7288135593220341,
          "support": 53
        },
        "macro_f1": 0.7332592386774105
      },
      "test_auc": 0.8220219656434807
    },
    {
      "seed": 29,
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5269882878943464,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.6617647058823529,
        "recovery": {
          "precision": 0.7407407407407407,
          "recall": 0.8163265306122449,
          "f1": 0.7766990291262137,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.35714285714285715,
          "recall": 0.2631578947368421,
          "f1": 0.30303030303030304,
          "support": 19
        },
        "macro_f1": 0.5398646660782583
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            39,
            1
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.8253968253968254,
        "recovery": {
          "precision": 0.7959183673469388,
          "recall": 0.975,
          "f1": 0.8764044943820225,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.9285714285714286,
          "recall": 0.5652173913043478,
          "f1": 0.7027027027027025,
          "support": 23
        },
        "macro_f1": 0.7895535985423625
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 29,
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "threshold": 0.5273979321997008,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            21,
            9
          ],
          [
            18,
            9
          ]
        ],
        "accuracy": 0.5263157894736842,
        "recovery": {
          "precision": 0.5384615384615384,
          "recall": 0.7,
          "f1": 0.608695652173913,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.3333333333333333,
          "f1": 0.4,
          "support": 27
        },
        "macro_f1": 0.5043478260869565
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            32,
            5
          ],
          [
            7,
            11
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.8205128205128205,
          "recall": 0.8648648648648649,
          "f1": 0.8421052631578947,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.6875,
          "recall": 0.6111111111111112,
          "f1": 0.6470588235294118,
          "support": 18
        },
        "macro_f1": 0.7445820433436532
      },
      "test_auc": 0.8093093093093093
    },
    {
      "seed": 29,
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5087164383851911,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.8064516129032258,
          "recall": 0.8333333333333334,
          "f1": 0.819672131147541,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7560975609756098,
          "recall": 0.7209302325581395,
          "f1": 0.7380952380952381,
          "support": 43
        },
        "macro_f1": 0.7788836846213896
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            45,
            22
          ],
          [
            12,
            41
          ]
        ],
        "accuracy": 0.7166666666666667,
        "recovery": {
          "precision": 0.7894736842105263,
          "recall": 0.6716417910447762,
          "f1": 0.7258064516129032,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6507936507936508,
          "recall": 0.7735849056603774,
          "f1": 0.706896551724138,
          "support": 53
        },
        "macro_f1": 0.7163515016685207
      },
      "test_auc": 0.8220219656434807
    },
    {
      "seed": 29,
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5016317006962686,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            38,
            11
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.6617647058823529,
        "recovery": {
          "precision": 0.76,
          "recall": 0.7755102040816326,
          "f1": 0.7676767676767676,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.3888888888888889,
          "recall": 0.3684210526315789,
          "f1": 0.37837837837837834,
          "support": 19
        },
        "macro_f1": 0.573027573027573
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            32,
            8
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.746031746031746,
        "recovery": {
          "precision": 0.8,
          "recall": 0.8,
          "f1": 0.8000000000000002,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6521739130434783,
          "recall": 0.6521739130434783,
          "f1": 0.6521739130434783,
          "support": 23
        },
        "macro_f1": 0.7260869565217392
      },
      "test_auc": 0.8097826086956522
    },
    {
      "seed": 29,
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "threshold": 0.48417326575446334,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            18,
            12
          ],
          [
            12,
            15
          ]
        ],
        "accuracy": 0.5789473684210527,
        "recovery": {
          "precision": 0.6,
          "recall": 0.6,
          "f1": 0.6,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5555555555555556,
          "recall": 0.5555555555555556,
          "f1": 0.5555555555555556,
          "support": 27
        },
        "macro_f1": 0.5777777777777777
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            28,
            9
          ],
          [
            5,
            13
          ]
        ],
        "accuracy": 0.7454545454545455,
        "recovery": {
          "precision": 0.8484848484848485,
          "recall": 0.7567567567567568,
          "f1": 0.8000000000000002,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5909090909090909,
          "recall": 0.7222222222222222,
          "f1": 0.65,
          "support": 18
        },
        "macro_f1": 0.7250000000000001
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 29,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.4952213771579955,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            48,
            12
          ],
          [
            11,
            32
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.8135593220338984,
          "recall": 0.8,
          "f1": 0.8067226890756303,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7272727272727273,
          "recall": 0.7441860465116279,
          "f1": 0.735632183908046,
          "support": 43
        },
        "macro_f1": 0.7711774364918381
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            45,
            22
          ],
          [
            9,
            44
          ]
        ],
        "accuracy": 0.7416666666666667,
        "recovery": {
          "precision": 0.8333333333333334,
          "recall": 0.6716417910447762,
          "f1": 0.7438016528925621,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8301886792452831,
          "f1": 0.7394957983193277,
          "support": 53
        },
        "macro_f1": 0.7416487256059449
      },
      "test_auc": 0.8203323007603492
    },
    {
      "seed": 29,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5532950948987816,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            41,
            8
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7454545454545455,
          "recall": 0.8367346938775511,
          "f1": 0.7884615384615385,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.38461538461538464,
          "recall": 0.2631578947368421,
          "f1": 0.3125,
          "support": 19
        },
        "macro_f1": 0.5504807692307693
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            39,
            1
          ],
          [
            11,
            12
          ]
        ],
        "accuracy": 0.8095238095238095,
        "recovery": {
          "precision": 0.78,
          "recall": 0.975,
          "f1": 0.8666666666666667,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.9230769230769231,
          "recall": 0.5217391304347826,
          "f1": 0.6666666666666667,
          "support": 23
        },
        "macro_f1": 0.7666666666666667
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 29,
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "threshold": 0.4873723526302439,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            17,
            13
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.543859649122807,
        "recovery": {
          "precision": 0.5666666666666667,
          "recall": 0.5666666666666667,
          "f1": 0.5666666666666667,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5185185185185185,
          "recall": 0.5185185185185185,
          "f1": 0.5185185185185185,
          "support": 27
        },
        "macro_f1": 0.5425925925925925
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            28,
            9
          ],
          [
            6,
            12
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.8235294117647058,
          "recall": 0.7567567567567568,
          "f1": 0.7887323943661971,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.6666666666666666,
          "f1": 0.6153846153846153,
          "support": 18
        },
        "macro_f1": 0.7020585048754062
      },
      "test_auc": 0.8078078078078078
    },
    {
      "seed": 43,
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5491194151335315,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7846153846153846,
          "recall": 0.85,
          "f1": 0.816,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7631578947368421,
          "recall": 0.6744186046511628,
          "f1": 0.7160493827160495,
          "support": 43
        },
        "macro_f1": 0.7660246913580246
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.8197690791326387
    },
    {
      "seed": 43,
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5138569823928814,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            11,
            8
          ]
        ],
        "accuracy": 0.7058823529411765,
        "recovery": {
          "precision": 0.7843137254901961,
          "recall": 0.8163265306122449,
          "f1": 0.8,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.47058823529411764,
          "recall": 0.42105263157894735,
          "f1": 0.4444444444444444,
          "support": 19
        },
        "macro_f1": 0.6222222222222222
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            34,
            6
          ],
          [
            9,
            14
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7906976744186046,
          "recall": 0.85,
          "f1": 0.8192771084337349,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7,
          "recall": 0.6086956521739131,
          "f1": 0.6511627906976744,
          "support": 23
        },
        "macro_f1": 0.7352199495657046
      },
      "test_auc": 0.8108695652173913
    },
    {
      "seed": 43,
      "variant": "full",
      "model": "Kimi K2.5",
      "threshold": 0.5544416348990651,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8666666666666667,
          "f1": 0.7536231884057971,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.5185185185185185,
          "f1": 0.6222222222222222,
          "support": 27
        },
        "macro_f1": 0.6879227053140097
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 43,
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            46,
            14
          ],
          [
            11,
            32
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.8070175438596491,
          "recall": 0.7666666666666667,
          "f1": 0.7863247863247863,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6956521739130435,
          "recall": 0.7441860465116279,
          "f1": 0.7191011235955057,
          "support": 43
        },
        "macro_f1": 0.752712954960146
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            48,
            19
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7083333333333334,
        "recovery": {
          "precision": 0.75,
          "recall": 0.7164179104477612,
          "f1": 0.7328244274809161,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6607142857142857,
          "recall": 0.6981132075471698,
          "f1": 0.6788990825688073,
          "support": 53
        },
        "macro_f1": 0.7058617550248617
      },
      "test_auc": 0.7817516192621796
    },
    {
      "seed": 43,
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5450814009092237,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            47,
            2
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.7647058823529411,
        "recovery": {
          "precision": 0.7704918032786885,
          "recall": 0.9591836734693877,
          "f1": 0.8545454545454545,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.7142857142857143,
          "recall": 0.2631578947368421,
          "f1": 0.3846153846153846,
          "support": 19
        },
        "macro_f1": 0.6195804195804195
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            36,
            4
          ],
          [
            19,
            4
          ]
        ],
        "accuracy": 0.6349206349206349,
        "recovery": {
          "precision": 0.6545454545454545,
          "recall": 0.9,
          "f1": 0.7578947368421052,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.17391304347826086,
          "f1": 0.25806451612903225,
          "support": 23
        },
        "macro_f1": 0.5079796264855687
      },
      "test_auc": 0.6815217391304348
    },
    {
      "seed": 43,
      "variant": "without_api",
      "model": "Kimi K2.5",
      "threshold": 0.5095930743504653,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.7368421052631579,
        "recovery": {
          "precision": 0.7027027027027027,
          "recall": 0.8666666666666667,
          "f1": 0.7761194029850748,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.8,
          "recall": 0.5925925925925926,
          "f1": 0.6808510638297872,
          "support": 27
        },
        "macro_f1": 0.728485233407431
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            34,
            3
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.7636363636363637,
        "recovery": {
          "precision": 0.7727272727272727,
          "recall": 0.918918918918919,
          "f1": 0.8395061728395061,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.7272727272727273,
          "recall": 0.4444444444444444,
          "f1": 0.5517241379310345,
          "support": 18
        },
        "macro_f1": 0.6956151553852703
      },
      "test_auc": 0.7582582582582582
    },
    {
      "seed": 43,
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.48806097779279833,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            40,
            20
          ],
          [
            11,
            32
          ]
        ],
        "accuracy": 0.6990291262135923,
        "recovery": {
          "precision": 0.7843137254901961,
          "recall": 0.6666666666666666,
          "f1": 0.7207207207207207,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6153846153846154,
          "recall": 0.7441860465116279,
          "f1": 0.6736842105263158,
          "support": 43
        },
        "macro_f1": 0.6972024656235183
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            23,
            30
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.7012987012987013,
          "recall": 0.8059701492537313,
          "f1": 0.75,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6976744186046512,
          "recall": 0.5660377358490566,
          "f1": 0.625,
          "support": 53
        },
        "macro_f1": 0.6875
      },
      "test_auc": 0.686003942551394
    },
    {
      "seed": 43,
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7547169811320755,
          "recall": 0.8163265306122449,
          "f1": 0.7843137254901962,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4,
          "recall": 0.3157894736842105,
          "f1": 0.35294117647058826,
          "support": 19
        },
        "macro_f1": 0.5686274509803922
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.875,
          "f1": 0.823529411764706,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7222222222222222,
          "recall": 0.5652173913043478,
          "f1": 0.6341463414634146,
          "support": 23
        },
        "macro_f1": 0.7288378766140603
      },
      "test_auc": 0.720108695652174
    },
    {
      "seed": 43,
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "threshold": 0.4887362503484406,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            14,
            16
          ],
          [
            7,
            20
          ]
        ],
        "accuracy": 0.5964912280701754,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.4666666666666667,
          "f1": 0.5490196078431373,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5555555555555556,
          "recall": 0.7407407407407407,
          "f1": 0.634920634920635,
          "support": 27
        },
        "macro_f1": 0.5919701213818862
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            29,
            8
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.6727272727272727,
        "recovery": {
          "precision": 0.7435897435897436,
          "recall": 0.7837837837837838,
          "f1": 0.7631578947368421,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 18
        },
        "macro_f1": 0.6168730650154799
      },
      "test_auc": 0.6141141141141141
    },
    {
      "seed": 43,
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5253294213985792,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            48,
            12
          ],
          [
            13,
            30
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.7868852459016393,
          "recall": 0.8,
          "f1": 0.7933884297520661,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7142857142857143,
          "recall": 0.6976744186046512,
          "f1": 0.7058823529411765,
          "support": 43
        },
        "macro_f1": 0.7496353913466214
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            51,
            16
          ],
          [
            17,
            36
          ]
        ],
        "accuracy": 0.725,
        "recovery": {
          "precision": 0.75,
          "recall": 0.7611940298507462,
          "f1": 0.7555555555555554,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6923076923076923,
          "recall": 0.6792452830188679,
          "f1": 0.6857142857142857,
          "support": 53
        },
        "macro_f1": 0.7206349206349205
      },
      "test_auc": 0.8082230357645733
    },
    {
      "seed": 43,
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5543478796786424,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            46,
            3
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7666666666666667,
          "recall": 0.9387755102040817,
          "f1": 0.8440366972477065,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.625,
          "recall": 0.2631578947368421,
          "f1": 0.37037037037037035,
          "support": 19
        },
        "macro_f1": 0.6072035338090385
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            37,
            3
          ],
          [
            19,
            4
          ]
        ],
        "accuracy": 0.6507936507936508,
        "recovery": {
          "precision": 0.6607142857142857,
          "recall": 0.925,
          "f1": 0.7708333333333333,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.17391304347826086,
          "f1": 0.26666666666666666,
          "support": 23
        },
        "macro_f1": 0.5187499999999999
      },
      "test_auc": 0.7554347826086957
    },
    {
      "seed": 43,
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "threshold": 0.5306924008739488,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            28,
            2
          ],
          [
            14,
            13
          ]
        ],
        "accuracy": 0.7192982456140351,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.9333333333333333,
          "f1": 0.7777777777777778,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.8666666666666667,
          "recall": 0.48148148148148145,
          "f1": 0.6190476190476191,
          "support": 27
        },
        "macro_f1": 0.6984126984126984
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            11,
            7
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.7659574468085106,
          "recall": 0.972972972972973,
          "f1": 0.8571428571428571,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.875,
          "recall": 0.3888888888888889,
          "f1": 0.5384615384615385,
          "support": 18
        },
        "macro_f1": 0.6978021978021978
      },
      "test_auc": 0.8093093093093093
    },
    {
      "seed": 43,
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5533119686170134,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7846153846153846,
          "recall": 0.85,
          "f1": 0.816,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7631578947368421,
          "recall": 0.6744186046511628,
          "f1": 0.7160493827160495,
          "support": 43
        },
        "macro_f1": 0.7660246913580246
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.8192058575049281
    },
    {
      "seed": 43,
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.4892262782792872,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            39,
            10
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.7058823529411765,
        "recovery": {
          "precision": 0.7959183673469388,
          "recall": 0.7959183673469388,
          "f1": 0.7959183673469388,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.47368421052631576,
          "recall": 0.47368421052631576,
          "f1": 0.47368421052631576,
          "support": 19
        },
        "macro_f1": 0.6348012889366272
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            33,
            7
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.8048780487804879,
          "recall": 0.825,
          "f1": 0.8148148148148149,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6818181818181818,
          "recall": 0.6521739130434783,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.7407407407407407
      },
      "test_auc": 0.8130434782608695
    },
    {
      "seed": 43,
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "threshold": 0.5509127082091155,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8666666666666667,
          "f1": 0.7536231884057971,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.5185185185185185,
          "f1": 0.6222222222222222,
          "support": 27
        },
        "macro_f1": 0.6879227053140097
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 43,
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5498007231130332,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            52,
            8
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.7878787878787878,
          "recall": 0.8666666666666667,
          "f1": 0.8253968253968254,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7837837837837838,
          "recall": 0.6744186046511628,
          "f1": 0.725,
          "support": 43
        },
        "macro_f1": 0.7751984126984126
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 43,
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            39,
            10
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.7058823529411765,
        "recovery": {
          "precision": 0.7959183673469388,
          "recall": 0.7959183673469388,
          "f1": 0.7959183673469388,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.47368421052631576,
          "recall": 0.47368421052631576,
          "f1": 0.47368421052631576,
          "support": 19
        },
        "macro_f1": 0.6348012889366272
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            32,
            8
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.746031746031746,
        "recovery": {
          "precision": 0.8,
          "recall": 0.8,
          "f1": 0.8000000000000002,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6521739130434783,
          "recall": 0.6521739130434783,
          "f1": 0.6521739130434783,
          "support": 23
        },
        "macro_f1": 0.7260869565217392
      },
      "test_auc": 0.8076086956521739
    },
    {
      "seed": 43,
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "threshold": 0.5510978881522443,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8666666666666667,
          "f1": 0.7536231884057971,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.5185185185185185,
          "f1": 0.6222222222222222,
          "support": 27
        },
        "macro_f1": 0.6879227053140097
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.8033033033033034
    },
    {
      "seed": 43,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5442617672508703,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7846153846153846,
          "recall": 0.85,
          "f1": 0.816,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7631578947368421,
          "recall": 0.6744186046511628,
          "f1": 0.7160493827160495,
          "support": 43
        },
        "macro_f1": 0.7660246913580246
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7583333333333333,
        "recovery": {
          "precision": 0.7714285714285715,
          "recall": 0.8059701492537313,
          "f1": 0.7883211678832117,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.74,
          "recall": 0.6981132075471698,
          "f1": 0.7184466019417476,
          "support": 53
        },
        "macro_f1": 0.7533838849124797
      },
      "test_auc": 0.8189242466910729
    },
    {
      "seed": 43,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5022485003213074,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            39,
            10
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.7058823529411765,
        "recovery": {
          "precision": 0.7959183673469388,
          "recall": 0.7959183673469388,
          "f1": 0.7959183673469388,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.47368421052631576,
          "recall": 0.47368421052631576,
          "f1": 0.47368421052631576,
          "support": 19
        },
        "macro_f1": 0.6348012889366272
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            33,
            7
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.8048780487804879,
          "recall": 0.825,
          "f1": 0.8148148148148149,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6818181818181818,
          "recall": 0.6521739130434783,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.7407407407407407
      },
      "test_auc": 0.8097826086956522
    },
    {
      "seed": 43,
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "threshold": 0.5496785301960867,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8666666666666667,
          "f1": 0.7536231884057971,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7777777777777778,
          "recall": 0.5185185185185185,
          "f1": 0.6222222222222222,
          "support": 27
        },
        "macro_f1": 0.6879227053140097
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.8,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.972972972972973,
          "f1": 0.8674698795180723,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8888888888888888,
          "recall": 0.4444444444444444,
          "f1": 0.5925925925925926,
          "support": 18
        },
        "macro_f1": 0.7300312360553325
      },
      "test_auc": 0.8033033033033034
    },
    {
      "seed": 71,
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.442561622003897,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            38,
            22
          ],
          [
            6,
            37
          ]
        ],
        "accuracy": 0.7281553398058253,
        "recovery": {
          "precision": 0.8636363636363636,
          "recall": 0.6333333333333333,
          "f1": 0.7307692307692307,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6271186440677966,
          "recall": 0.8604651162790697,
          "f1": 0.7254901960784315,
          "support": 43
        },
        "macro_f1": 0.7281297134238311
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            39,
            28
          ],
          [
            8,
            45
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.8297872340425532,
          "recall": 0.582089552238806,
          "f1": 0.6842105263157895,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6164383561643836,
          "recall": 0.8490566037735849,
          "f1": 0.7142857142857144,
          "support": 53
        },
        "macro_f1": 0.6992481203007519
      },
      "test_auc": 0.822303576457336
    },
    {
      "seed": 71,
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.4645549641459418,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            36,
            13
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.6617647058823529,
        "recovery": {
          "precision": 0.782608695652174,
          "recall": 0.7346938775510204,
          "f1": 0.7578947368421053,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4090909090909091,
          "recall": 0.47368421052631576,
          "f1": 0.43902439024390244,
          "support": 19
        },
        "macro_f1": 0.5984595635430039
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            26,
            14
          ],
          [
            5,
            18
          ]
        ],
        "accuracy": 0.6984126984126984,
        "recovery": {
          "precision": 0.8387096774193549,
          "recall": 0.65,
          "f1": 0.7323943661971831,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5625,
          "recall": 0.782608695652174,
          "f1": 0.6545454545454547,
          "support": 23
        },
        "macro_f1": 0.6934699103713189
      },
      "test_auc": 0.8152173913043478
    },
    {
      "seed": 71,
      "variant": "full",
      "model": "Kimi K2.5",
      "threshold": 0.47682014034273545,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            19,
            11
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.6333333333333333,
          "recall": 0.6333333333333333,
          "f1": 0.6333333333333333,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5925925925925926,
          "recall": 0.5925925925925926,
          "f1": 0.5925925925925926,
          "support": 27
        },
        "macro_f1": 0.6129629629629629
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            28,
            9
          ],
          [
            6,
            12
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.8235294117647058,
          "recall": 0.7567567567567568,
          "f1": 0.7887323943661971,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.6666666666666666,
          "f1": 0.6153846153846153,
          "support": 18
        },
        "macro_f1": 0.7020585048754062
      },
      "test_auc": 0.8048048048048048
    },
    {
      "seed": 71,
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5254296637766882,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            48,
            12
          ],
          [
            13,
            30
          ]
        ],
        "accuracy": 0.7572815533980582,
        "recovery": {
          "precision": 0.7868852459016393,
          "recall": 0.8,
          "f1": 0.7933884297520661,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7142857142857143,
          "recall": 0.6976744186046512,
          "f1": 0.7058823529411765,
          "support": 43
        },
        "macro_f1": 0.7496353913466214
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            51,
            16
          ],
          [
            19,
            34
          ]
        ],
        "accuracy": 0.7083333333333334,
        "recovery": {
          "precision": 0.7285714285714285,
          "recall": 0.7611940298507462,
          "f1": 0.7445255474452556,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.68,
          "recall": 0.6415094339622641,
          "f1": 0.6601941747572816,
          "support": 53
        },
        "macro_f1": 0.7023598611012686
      },
      "test_auc": 0.7837228949591665
    },
    {
      "seed": 71,
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5121753975221817,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            43,
            6
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.7352941176470589,
        "recovery": {
          "precision": 0.7818181818181819,
          "recall": 0.8775510204081632,
          "f1": 0.8269230769230769,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5384615384615384,
          "recall": 0.3684210526315789,
          "f1": 0.4375,
          "support": 19
        },
        "macro_f1": 0.6322115384615384
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            32,
            8
          ],
          [
            16,
            7
          ]
        ],
        "accuracy": 0.6190476190476191,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.8,
          "f1": 0.7272727272727272,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.4666666666666667,
          "recall": 0.30434782608695654,
          "f1": 0.3684210526315789,
          "support": 23
        },
        "macro_f1": 0.547846889952153
      },
      "test_auc": 0.6771739130434783
    },
    {
      "seed": 71,
      "variant": "without_api",
      "model": "Kimi K2.5",
      "threshold": 0.5236076256700067,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            27,
            3
          ],
          [
            14,
            13
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6585365853658537,
          "recall": 0.9,
          "f1": 0.7605633802816902,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.8125,
          "recall": 0.48148148148148145,
          "f1": 0.6046511627906976,
          "support": 27
        },
        "macro_f1": 0.6826072715361939
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            11,
            7
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.7659574468085106,
          "recall": 0.972972972972973,
          "f1": 0.8571428571428571,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.875,
          "recall": 0.3888888888888889,
          "f1": 0.5384615384615385,
          "support": 18
        },
        "macro_f1": 0.6978021978021978
      },
      "test_auc": 0.7597597597597597
    },
    {
      "seed": 71,
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.48632162302463755,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            45,
            15
          ],
          [
            15,
            28
          ]
        ],
        "accuracy": 0.7087378640776699,
        "recovery": {
          "precision": 0.75,
          "recall": 0.75,
          "f1": 0.75,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6511627906976745,
          "recall": 0.6511627906976745,
          "f1": 0.6511627906976745,
          "support": 43
        },
        "macro_f1": 0.7005813953488372
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            23,
            30
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.7012987012987013,
          "recall": 0.8059701492537313,
          "f1": 0.75,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6976744186046512,
          "recall": 0.5660377358490566,
          "f1": 0.625,
          "support": 53
        },
        "macro_f1": 0.6875
      },
      "test_auc": 0.686003942551394
    },
    {
      "seed": 71,
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            40,
            9
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7547169811320755,
          "recall": 0.8163265306122449,
          "f1": 0.7843137254901962,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4,
          "recall": 0.3157894736842105,
          "f1": 0.35294117647058826,
          "support": 19
        },
        "macro_f1": 0.5686274509803922
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.875,
          "f1": 0.823529411764706,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7222222222222222,
          "recall": 0.5652173913043478,
          "f1": 0.6341463414634146,
          "support": 23
        },
        "macro_f1": 0.7288378766140603
      },
      "test_auc": 0.720108695652174
    },
    {
      "seed": 71,
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "threshold": 0.48581507401808627,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            18,
            12
          ],
          [
            15,
            12
          ]
        ],
        "accuracy": 0.5263157894736842,
        "recovery": {
          "precision": 0.5454545454545454,
          "recall": 0.6,
          "f1": 0.5714285714285713,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 27
        },
        "macro_f1": 0.5210084033613445
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            29,
            8
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.6727272727272727,
        "recovery": {
          "precision": 0.7435897435897436,
          "recall": 0.7837837837837838,
          "f1": 0.7631578947368421,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 18
        },
        "macro_f1": 0.6168730650154799
      },
      "test_auc": 0.6141141141141141
    },
    {
      "seed": 71,
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5308990307455823,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            13,
            30
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.7936507936507936,
          "recall": 0.8333333333333334,
          "f1": 0.8130081300813008,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.75,
          "recall": 0.6976744186046512,
          "f1": 0.7228915662650603,
          "support": 43
        },
        "macro_f1": 0.7679498481731806
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            18,
            35
          ]
        ],
        "accuracy": 0.7416666666666667,
        "recovery": {
          "precision": 0.75,
          "recall": 0.8059701492537313,
          "f1": 0.776978417266187,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7291666666666666,
          "recall": 0.660377358490566,
          "f1": 0.693069306930693,
          "support": 53
        },
        "macro_f1": 0.73502386209844
      },
      "test_auc": 0.8079414249507181
    },
    {
      "seed": 71,
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.49806381422670293,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            37,
            12
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.6470588235294118,
        "recovery": {
          "precision": 0.7551020408163265,
          "recall": 0.7551020408163265,
          "f1": 0.7551020408163265,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.3684210526315789,
          "recall": 0.3684210526315789,
          "f1": 0.3684210526315789,
          "support": 19
        },
        "macro_f1": 0.5617615467239527
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            32,
            8
          ],
          [
            8,
            15
          ]
        ],
        "accuracy": 0.746031746031746,
        "recovery": {
          "precision": 0.8,
          "recall": 0.8,
          "f1": 0.8000000000000002,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.6521739130434783,
          "recall": 0.6521739130434783,
          "f1": 0.6521739130434783,
          "support": 23
        },
        "macro_f1": 0.7260869565217392
      },
      "test_auc": 0.7554347826086957
    },
    {
      "seed": 71,
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "threshold": 0.5224797648100094,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            26,
            4
          ],
          [
            14,
            13
          ]
        ],
        "accuracy": 0.6842105263157895,
        "recovery": {
          "precision": 0.65,
          "recall": 0.8666666666666667,
          "f1": 0.7428571428571429,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7647058823529411,
          "recall": 0.48148148148148145,
          "f1": 0.5909090909090909,
          "support": 27
        },
        "macro_f1": 0.6668831168831169
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            11,
            7
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.7659574468085106,
          "recall": 0.972972972972973,
          "f1": 0.8571428571428571,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.875,
          "recall": 0.3888888888888889,
          "f1": 0.5384615384615385,
          "support": 18
        },
        "macro_f1": 0.6978021978021978
      },
      "test_auc": 0.8108108108108109
    },
    {
      "seed": 71,
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.44572962997807875,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            38,
            22
          ],
          [
            6,
            37
          ]
        ],
        "accuracy": 0.7281553398058253,
        "recovery": {
          "precision": 0.8636363636363636,
          "recall": 0.6333333333333333,
          "f1": 0.7307692307692307,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6271186440677966,
          "recall": 0.8604651162790697,
          "f1": 0.7254901960784315,
          "support": 43
        },
        "macro_f1": 0.7281297134238311
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            39,
            28
          ],
          [
            8,
            45
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.8297872340425532,
          "recall": 0.582089552238806,
          "f1": 0.6842105263157895,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6164383561643836,
          "recall": 0.8490566037735849,
          "f1": 0.7142857142857144,
          "support": 53
        },
        "macro_f1": 0.6992481203007519
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 71,
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.45946593979147543,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            38,
            11
          ],
          [
            11,
            8
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.7755102040816326,
          "recall": 0.7755102040816326,
          "f1": 0.7755102040816326,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.42105263157894735,
          "recall": 0.42105263157894735,
          "f1": 0.42105263157894735,
          "support": 19
        },
        "macro_f1": 0.59828141783029
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            27,
            13
          ],
          [
            5,
            18
          ]
        ],
        "accuracy": 0.7142857142857143,
        "recovery": {
          "precision": 0.84375,
          "recall": 0.675,
          "f1": 0.75,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5806451612903226,
          "recall": 0.782608695652174,
          "f1": 0.6666666666666667,
          "support": 23
        },
        "macro_f1": 0.7083333333333334
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 71,
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "threshold": 0.4786893546241186,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            19,
            11
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.6333333333333333,
          "recall": 0.6333333333333333,
          "f1": 0.6333333333333333,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5925925925925926,
          "recall": 0.5925925925925926,
          "f1": 0.5925925925925926,
          "support": 27
        },
        "macro_f1": 0.6129629629629629
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            27,
            10
          ],
          [
            5,
            13
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.84375,
          "recall": 0.7297297297297297,
          "f1": 0.7826086956521738,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5652173913043478,
          "recall": 0.7222222222222222,
          "f1": 0.6341463414634146,
          "support": 18
        },
        "macro_f1": 0.7083775185577943
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 71,
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.4497762985204492,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            39,
            21
          ],
          [
            6,
            37
          ]
        ],
        "accuracy": 0.7378640776699029,
        "recovery": {
          "precision": 0.8666666666666667,
          "recall": 0.65,
          "f1": 0.7428571428571429,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6379310344827587,
          "recall": 0.8604651162790697,
          "f1": 0.7326732673267328,
          "support": 43
        },
        "macro_f1": 0.7377652050919379
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            40,
            27
          ],
          [
            8,
            45
          ]
        ],
        "accuracy": 0.7083333333333334,
        "recovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5970149253731343,
          "f1": 0.6956521739130433,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.625,
          "recall": 0.8490566037735849,
          "f1": 0.72,
          "support": 53
        },
        "macro_f1": 0.7078260869565216
      },
      "test_auc": 0.821177133201915
    },
    {
      "seed": 71,
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.46130318738263953,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            36,
            13
          ],
          [
            9,
            10
          ]
        ],
        "accuracy": 0.6764705882352942,
        "recovery": {
          "precision": 0.8,
          "recall": 0.7346938775510204,
          "f1": 0.7659574468085106,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.43478260869565216,
          "recall": 0.5263157894736842,
          "f1": 0.47619047619047616,
          "support": 19
        },
        "macro_f1": 0.6210739614994933
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            24,
            16
          ],
          [
            5,
            18
          ]
        ],
        "accuracy": 0.6666666666666666,
        "recovery": {
          "precision": 0.8275862068965517,
          "recall": 0.6,
          "f1": 0.6956521739130435,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5294117647058824,
          "recall": 0.782608695652174,
          "f1": 0.631578947368421,
          "support": 23
        },
        "macro_f1": 0.6636155606407322
      },
      "test_auc": 0.8108695652173913
    },
    {
      "seed": 71,
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "threshold": 0.4768584034007258,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            19,
            11
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.6333333333333333,
          "recall": 0.6333333333333333,
          "f1": 0.6333333333333333,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5925925925925926,
          "recall": 0.5925925925925926,
          "f1": 0.5925925925925926,
          "support": 27
        },
        "macro_f1": 0.6129629629629629
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            27,
            10
          ],
          [
            5,
            13
          ]
        ],
        "accuracy": 0.7272727272727273,
        "recovery": {
          "precision": 0.84375,
          "recall": 0.7297297297297297,
          "f1": 0.7826086956521738,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5652173913043478,
          "recall": 0.7222222222222222,
          "f1": 0.6341463414634146,
          "support": 18
        },
        "macro_f1": 0.7083775185577943
      },
      "test_auc": 0.8063063063063063
    },
    {
      "seed": 71,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.43838667812124515,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            38,
            22
          ],
          [
            5,
            38
          ]
        ],
        "accuracy": 0.7378640776699029,
        "recovery": {
          "precision": 0.8837209302325582,
          "recall": 0.6333333333333333,
          "f1": 0.7378640776699028,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.6333333333333333,
          "recall": 0.8837209302325582,
          "f1": 0.7378640776699028,
          "support": 43
        },
        "macro_f1": 0.7378640776699028
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            39,
            28
          ],
          [
            8,
            45
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.8297872340425532,
          "recall": 0.582089552238806,
          "f1": 0.6842105263157895,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6164383561643836,
          "recall": 0.8490566037735849,
          "f1": 0.7142857142857144,
          "support": 53
        },
        "macro_f1": 0.6992481203007519
      },
      "test_auc": 0.8197690791326387
    },
    {
      "seed": 71,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.4639544532918902,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            35,
            14
          ],
          [
            10,
            9
          ]
        ],
        "accuracy": 0.6470588235294118,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.7142857142857143,
          "f1": 0.7446808510638298,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.391304347826087,
          "recall": 0.47368421052631576,
          "f1": 0.42857142857142855,
          "support": 19
        },
        "macro_f1": 0.5866261398176291
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            25,
            15
          ],
          [
            4,
            19
          ]
        ],
        "accuracy": 0.6984126984126984,
        "recovery": {
          "precision": 0.8620689655172413,
          "recall": 0.625,
          "f1": 0.7246376811594203,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5588235294117647,
          "recall": 0.8260869565217391,
          "f1": 0.6666666666666667,
          "support": 23
        },
        "macro_f1": 0.6956521739130435
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 71,
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "threshold": 0.4777424589796727,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            19,
            11
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.6333333333333333,
          "recall": 0.6333333333333333,
          "f1": 0.6333333333333333,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5925925925925926,
          "recall": 0.5925925925925926,
          "f1": 0.5925925925925926,
          "support": 27
        },
        "macro_f1": 0.6129629629629629
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            28,
            9
          ],
          [
            5,
            13
          ]
        ],
        "accuracy": 0.7454545454545455,
        "recovery": {
          "precision": 0.8484848484848485,
          "recall": 0.7567567567567568,
          "f1": 0.8000000000000002,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5909090909090909,
          "recall": 0.7222222222222222,
          "f1": 0.65,
          "support": 18
        },
        "macro_f1": 0.7250000000000001
      },
      "test_auc": 0.8048048048048048
    },
    {
      "seed": 101,
      "variant": "full",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5454161987332332,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7961165048543689,
        "recovery": {
          "precision": 0.8095238095238095,
          "recall": 0.85,
          "f1": 0.8292682926829269,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.775,
          "recall": 0.7209302325581395,
          "f1": 0.7469879518072289,
          "support": 43
        },
        "macro_f1": 0.7881281222450779
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.8206139115742045
    },
    {
      "seed": 101,
      "variant": "full",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5168388580046909,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            42,
            7
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.7205882352941176,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.8571428571428571,
          "f1": 0.8155339805825242,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.3684210526315789,
          "f1": 0.4242424242424242,
          "support": 19
        },
        "macro_f1": 0.6198882024124742
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            9,
            14
          ]
        ],
        "accuracy": 0.7777777777777778,
        "recovery": {
          "precision": 0.7954545454545454,
          "recall": 0.875,
          "f1": 0.8333333333333334,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7368421052631579,
          "recall": 0.6086956521739131,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.75
      },
      "test_auc": 0.8108695652173913
    },
    {
      "seed": 101,
      "variant": "full",
      "model": "Kimi K2.5",
      "threshold": 0.5328995109892521,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.6491228070175439,
        "recovery": {
          "precision": 0.6388888888888888,
          "recall": 0.7666666666666667,
          "f1": 0.696969696969697,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.5185185185185185,
          "f1": 0.5833333333333334,
          "support": 27
        },
        "macro_f1": 0.6401515151515151
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            35,
            2
          ],
          [
            8,
            10
          ]
        ],
        "accuracy": 0.8181818181818182,
        "recovery": {
          "precision": 0.813953488372093,
          "recall": 0.9459459459459459,
          "f1": 0.875,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5555555555555556,
          "f1": 0.6666666666666667,
          "support": 18
        },
        "macro_f1": 0.7708333333333334
      },
      "test_auc": 0.8003003003003003
    },
    {
      "seed": 101,
      "variant": "without_api",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.506217300412753,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            46,
            14
          ],
          [
            10,
            33
          ]
        ],
        "accuracy": 0.7669902912621359,
        "recovery": {
          "precision": 0.8214285714285714,
          "recall": 0.7666666666666667,
          "f1": 0.793103448275862,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7021276595744681,
          "recall": 0.7674418604651163,
          "f1": 0.7333333333333334,
          "support": 43
        },
        "macro_f1": 0.7632183908045977
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            49,
            18
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.7166666666666667,
        "recovery": {
          "precision": 0.7538461538461538,
          "recall": 0.7313432835820896,
          "f1": 0.7424242424242424,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6727272727272727,
          "recall": 0.6981132075471698,
          "f1": 0.6851851851851852,
          "support": 53
        },
        "macro_f1": 0.7138047138047139
      },
      "test_auc": 0.7837228949591665
    },
    {
      "seed": 101,
      "variant": "without_api",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5430070345658359,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            47,
            2
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.7794117647058824,
        "recovery": {
          "precision": 0.7833333333333333,
          "recall": 0.9591836734693877,
          "f1": 0.8623853211009175,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.75,
          "recall": 0.3157894736842105,
          "f1": 0.44444444444444436,
          "support": 19
        },
        "macro_f1": 0.6534148827726809
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            18,
            5
          ]
        ],
        "accuracy": 0.6349206349206349,
        "recovery": {
          "precision": 0.660377358490566,
          "recall": 0.875,
          "f1": 0.7526881720430108,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.21739130434782608,
          "f1": 0.30303030303030304,
          "support": 23
        },
        "macro_f1": 0.5278592375366569
      },
      "test_auc": 0.6804347826086956
    },
    {
      "seed": 101,
      "variant": "without_api",
      "model": "Kimi K2.5",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            24,
            6
          ],
          [
            11,
            16
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6857142857142857,
          "recall": 0.8,
          "f1": 0.7384615384615385,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7272727272727273,
          "recall": 0.5925925925925926,
          "f1": 0.6530612244897959,
          "support": 27
        },
        "macro_f1": 0.6957613814756671
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            31,
            6
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.7090909090909091,
        "recovery": {
          "precision": 0.7560975609756098,
          "recall": 0.8378378378378378,
          "f1": 0.7948717948717948,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.4444444444444444,
          "f1": 0.5,
          "support": 18
        },
        "macro_f1": 0.6474358974358974
      },
      "test_auc": 0.7597597597597597
    },
    {
      "seed": 101,
      "variant": "without_local_experts",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            21,
            22
          ]
        ],
        "accuracy": 0.7087378640776699,
        "recovery": {
          "precision": 0.7083333333333334,
          "recall": 0.85,
          "f1": 0.7727272727272727,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7096774193548387,
          "recall": 0.5116279069767442,
          "f1": 0.5945945945945946,
          "support": 43
        },
        "macro_f1": 0.6836609336609336
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            54,
            13
          ],
          [
            23,
            30
          ]
        ],
        "accuracy": 0.7,
        "recovery": {
          "precision": 0.7012987012987013,
          "recall": 0.8059701492537313,
          "f1": 0.75,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.6976744186046512,
          "recall": 0.5660377358490566,
          "f1": 0.625,
          "support": 53
        },
        "macro_f1": 0.6875
      },
      "test_auc": 0.686003942551394
    },
    {
      "seed": 101,
      "variant": "without_local_experts",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5278644903633679,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            43,
            6
          ],
          [
            14,
            5
          ]
        ],
        "accuracy": 0.7058823529411765,
        "recovery": {
          "precision": 0.7543859649122807,
          "recall": 0.8775510204081632,
          "f1": 0.8113207547169812,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.45454545454545453,
          "recall": 0.2631578947368421,
          "f1": 0.3333333333333333,
          "support": 19
        },
        "macro_f1": 0.5723270440251572
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7619047619047619,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.875,
          "f1": 0.823529411764706,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7222222222222222,
          "recall": 0.5652173913043478,
          "f1": 0.6341463414634146,
          "support": 23
        },
        "macro_f1": 0.7288378766140603
      },
      "test_auc": 0.720108695652174
    },
    {
      "seed": 101,
      "variant": "without_local_experts",
      "model": "Kimi K2.5",
      "threshold": 0.4882368539922849,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            16,
            14
          ],
          [
            8,
            19
          ]
        ],
        "accuracy": 0.6140350877192983,
        "recovery": {
          "precision": 0.6666666666666666,
          "recall": 0.5333333333333333,
          "f1": 0.5925925925925926,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.5757575757575758,
          "recall": 0.7037037037037037,
          "f1": 0.6333333333333334,
          "support": 27
        },
        "macro_f1": 0.6129629629629629
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            29,
            8
          ],
          [
            10,
            8
          ]
        ],
        "accuracy": 0.6727272727272727,
        "recovery": {
          "precision": 0.7435897435897436,
          "recall": 0.7837837837837838,
          "f1": 0.7631578947368421,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.4444444444444444,
          "f1": 0.47058823529411764,
          "support": 18
        },
        "macro_f1": 0.6168730650154799
      },
      "test_auc": 0.6141141141141141
    },
    {
      "seed": 101,
      "variant": "without_interaction",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5746546284339646,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            53,
            7
          ],
          [
            14,
            29
          ]
        ],
        "accuracy": 0.7961165048543689,
        "recovery": {
          "precision": 0.7910447761194029,
          "recall": 0.8833333333333333,
          "f1": 0.8346456692913385,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.8055555555555556,
          "recall": 0.6744186046511628,
          "f1": 0.7341772151898734,
          "support": 43
        },
        "macro_f1": 0.784411442240606
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            55,
            12
          ],
          [
            21,
            32
          ]
        ],
        "accuracy": 0.725,
        "recovery": {
          "precision": 0.7236842105263158,
          "recall": 0.8208955223880597,
          "f1": 0.7692307692307693,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7272727272727273,
          "recall": 0.6037735849056604,
          "f1": 0.6597938144329897,
          "support": 53
        },
        "macro_f1": 0.7145122918318795
      },
      "test_auc": 0.8068149816952971
    },
    {
      "seed": 101,
      "variant": "without_interaction",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5314548283352432,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            44,
            5
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7857142857142857,
          "recall": 0.8979591836734694,
          "f1": 0.838095238095238,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5833333333333334,
          "recall": 0.3684210526315789,
          "f1": 0.4516129032258065,
          "support": 19
        },
        "macro_f1": 0.6448540706605222
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            34,
            6
          ],
          [
            15,
            8
          ]
        ],
        "accuracy": 0.6666666666666666,
        "recovery": {
          "precision": 0.6938775510204082,
          "recall": 0.85,
          "f1": 0.7640449438202247,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.5714285714285714,
          "recall": 0.34782608695652173,
          "f1": 0.4324324324324324,
          "support": 23
        },
        "macro_f1": 0.5982386881263285
      },
      "test_auc": 0.7554347826086957
    },
    {
      "seed": 101,
      "variant": "without_interaction",
      "model": "Kimi K2.5",
      "threshold": 0.5508842305556874,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            28,
            2
          ],
          [
            15,
            12
          ]
        ],
        "accuracy": 0.7017543859649122,
        "recovery": {
          "precision": 0.6511627906976745,
          "recall": 0.9333333333333333,
          "f1": 0.767123287671233,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.8571428571428571,
          "recall": 0.4444444444444444,
          "f1": 0.5853658536585367,
          "support": 27
        },
        "macro_f1": 0.6762445706648847
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            36,
            1
          ],
          [
            11,
            7
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.7659574468085106,
          "recall": 0.972972972972973,
          "f1": 0.8571428571428571,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.875,
          "recall": 0.3888888888888889,
          "f1": 0.5384615384615385,
          "support": 18
        },
        "macro_f1": 0.6978021978021978
      },
      "test_auc": 0.8078078078078078
    },
    {
      "seed": 101,
      "variant": "without_model_identity",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5504325749238059,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            51,
            9
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7961165048543689,
        "recovery": {
          "precision": 0.8095238095238095,
          "recall": 0.85,
          "f1": 0.8292682926829269,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.775,
          "recall": 0.7209302325581395,
          "f1": 0.7469879518072289,
          "support": 43
        },
        "macro_f1": 0.7881281222450779
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.8186426358772176
    },
    {
      "seed": 101,
      "variant": "without_model_identity",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5207828869300901,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            43,
            6
          ],
          [
            13,
            6
          ]
        ],
        "accuracy": 0.7205882352941176,
        "recovery": {
          "precision": 0.7678571428571429,
          "recall": 0.8775510204081632,
          "f1": 0.819047619047619,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.3157894736842105,
          "f1": 0.3870967741935484,
          "support": 19
        },
        "macro_f1": 0.6030721966205836
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            37,
            3
          ],
          [
            10,
            13
          ]
        ],
        "accuracy": 0.7936507936507936,
        "recovery": {
          "precision": 0.7872340425531915,
          "recall": 0.925,
          "f1": 0.8505747126436781,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.8125,
          "recall": 0.5652173913043478,
          "f1": 0.6666666666666667,
          "support": 23
        },
        "macro_f1": 0.7586206896551724
      },
      "test_auc": 0.8152173913043478
    },
    {
      "seed": 101,
      "variant": "without_model_identity",
      "model": "Kimi K2.5",
      "threshold": 0.5341605148510362,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.6491228070175439,
        "recovery": {
          "precision": 0.6388888888888888,
          "recall": 0.7666666666666667,
          "f1": 0.696969696969697,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.5185185185185185,
          "f1": 0.5833333333333334,
          "support": 27
        },
        "macro_f1": 0.6401515151515151
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            35,
            2
          ],
          [
            8,
            10
          ]
        ],
        "accuracy": 0.8181818181818182,
        "recovery": {
          "precision": 0.813953488372093,
          "recall": 0.9459459459459459,
          "f1": 0.875,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5555555555555556,
          "f1": 0.6666666666666667,
          "support": 18
        },
        "macro_f1": 0.7708333333333334
      },
      "test_auc": 0.8048048048048048
    },
    {
      "seed": 101,
      "variant": "without_joint_mlp_expert",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5464081067389419,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            49,
            11
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7766990291262136,
        "recovery": {
          "precision": 0.8032786885245902,
          "recall": 0.8166666666666667,
          "f1": 0.8099173553719008,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7380952380952381,
          "recall": 0.7209302325581395,
          "f1": 0.7294117647058824,
          "support": 43
        },
        "macro_f1": 0.7696645600388916
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.8206139115742045
    },
    {
      "seed": 101,
      "variant": "without_joint_mlp_expert",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.49239671700396564,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            39,
            10
          ],
          [
            11,
            8
          ]
        ],
        "accuracy": 0.6911764705882353,
        "recovery": {
          "precision": 0.78,
          "recall": 0.7959183673469388,
          "f1": 0.7878787878787878,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.4444444444444444,
          "recall": 0.42105263157894735,
          "f1": 0.43243243243243246,
          "support": 19
        },
        "macro_f1": 0.6101556101556102
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            31,
            9
          ],
          [
            7,
            16
          ]
        ],
        "accuracy": 0.746031746031746,
        "recovery": {
          "precision": 0.8157894736842105,
          "recall": 0.775,
          "f1": 0.7948717948717949,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.64,
          "recall": 0.6956521739130435,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.7307692307692308
      },
      "test_auc": 0.8097826086956522
    },
    {
      "seed": 101,
      "variant": "without_joint_mlp_expert",
      "model": "Kimi K2.5",
      "threshold": 0.5698206224773661,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            25,
            5
          ],
          [
            15,
            12
          ]
        ],
        "accuracy": 0.6491228070175439,
        "recovery": {
          "precision": 0.625,
          "recall": 0.8333333333333334,
          "f1": 0.7142857142857143,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.7058823529411765,
          "recall": 0.4444444444444444,
          "f1": 0.5454545454545455,
          "support": 27
        },
        "macro_f1": 0.6298701298701299
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            37,
            0
          ],
          [
            12,
            6
          ]
        ],
        "accuracy": 0.7818181818181819,
        "recovery": {
          "precision": 0.7551020408163265,
          "recall": 1.0,
          "f1": 0.8604651162790697,
          "support": 37
        },
        "nonrecovery": {
          "precision": 1.0,
          "recall": 0.3333333333333333,
          "f1": 0.5,
          "support": 18
        },
        "macro_f1": 0.6802325581395349
      },
      "test_auc": 0.8033033033033034
    },
    {
      "seed": 101,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude 3.7 Sonnet",
      "threshold": 0.5424137308281389,
      "validation_metrics": {
        "n": 103,
        "confusion_rows_true_columns_pred": [
          [
            50,
            10
          ],
          [
            12,
            31
          ]
        ],
        "accuracy": 0.7864077669902912,
        "recovery": {
          "precision": 0.8064516129032258,
          "recall": 0.8333333333333334,
          "f1": 0.819672131147541,
          "support": 60
        },
        "nonrecovery": {
          "precision": 0.7560975609756098,
          "recall": 0.7209302325581395,
          "f1": 0.7380952380952381,
          "support": 43
        },
        "macro_f1": 0.7788836846213896
      },
      "test_metrics": {
        "n": 120,
        "confusion_rows_true_columns_pred": [
          [
            53,
            14
          ],
          [
            16,
            37
          ]
        ],
        "accuracy": 0.75,
        "recovery": {
          "precision": 0.7681159420289855,
          "recall": 0.7910447761194029,
          "f1": 0.7794117647058824,
          "support": 67
        },
        "nonrecovery": {
          "precision": 0.7254901960784313,
          "recall": 0.6981132075471698,
          "f1": 0.7115384615384615,
          "support": 53
        },
        "macro_f1": 0.745475113122172
      },
      "test_auc": 0.8180794142495071
    },
    {
      "seed": 101,
      "variant": "without_duplicate_rbf_score",
      "model": "Claude Sonnet 4.5",
      "threshold": 0.5222358261420706,
      "validation_metrics": {
        "n": 68,
        "confusion_rows_true_columns_pred": [
          [
            42,
            7
          ],
          [
            12,
            7
          ]
        ],
        "accuracy": 0.7205882352941176,
        "recovery": {
          "precision": 0.7777777777777778,
          "recall": 0.8571428571428571,
          "f1": 0.8155339805825242,
          "support": 49
        },
        "nonrecovery": {
          "precision": 0.5,
          "recall": 0.3684210526315789,
          "f1": 0.4242424242424242,
          "support": 19
        },
        "macro_f1": 0.6198882024124742
      },
      "test_metrics": {
        "n": 63,
        "confusion_rows_true_columns_pred": [
          [
            35,
            5
          ],
          [
            9,
            14
          ]
        ],
        "accuracy": 0.7777777777777778,
        "recovery": {
          "precision": 0.7954545454545454,
          "recall": 0.875,
          "f1": 0.8333333333333334,
          "support": 40
        },
        "nonrecovery": {
          "precision": 0.7368421052631579,
          "recall": 0.6086956521739131,
          "f1": 0.6666666666666666,
          "support": 23
        },
        "macro_f1": 0.75
      },
      "test_auc": 0.8141304347826087
    },
    {
      "seed": 101,
      "variant": "without_duplicate_rbf_score",
      "model": "Kimi K2.5",
      "threshold": 0.5301425986028406,
      "validation_metrics": {
        "n": 57,
        "confusion_rows_true_columns_pred": [
          [
            23,
            7
          ],
          [
            13,
            14
          ]
        ],
        "accuracy": 0.6491228070175439,
        "recovery": {
          "precision": 0.6388888888888888,
          "recall": 0.7666666666666667,
          "f1": 0.696969696969697,
          "support": 30
        },
        "nonrecovery": {
          "precision": 0.6666666666666666,
          "recall": 0.5185185185185185,
          "f1": 0.5833333333333334,
          "support": 27
        },
        "macro_f1": 0.6401515151515151
      },
      "test_metrics": {
        "n": 55,
        "confusion_rows_true_columns_pred": [
          [
            35,
            2
          ],
          [
            8,
            10
          ]
        ],
        "accuracy": 0.8181818181818182,
        "recovery": {
          "precision": 0.813953488372093,
          "recall": 0.9459459459459459,
          "f1": 0.875,
          "support": 37
        },
        "nonrecovery": {
          "precision": 0.8333333333333334,
          "recall": 0.5555555555555556,
          "f1": 0.6666666666666667,
          "support": 18
        },
        "macro_f1": 0.7708333333333334
      },
      "test_auc": 0.8018018018018018
    }
  ]
}