Download paper-reference.json from dcm552/ReCoF-Resources: direct link, hf CLI and curl.
- Browser
- Download file 192 kB
-
https://huggingface.co/datasets/dcm552/ReCoF-Resources/resolve/main/paper-reference.json
- Command line
-
hf download hf://datasets/dcm552/ReCoF-Resources/paper-reference.json
-
curl -L -o paper-reference.json https://huggingface.co/datasets/dcm552/ReCoF-Resources/resolve/main/paper-reference.json
192 kB
| { | |
| "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 | |
| } | |
| ] | |
| } | |