{ "protocol": "5 disjoint 1000-query TRAIN folds; same eta=1 P=2000 tail and structural final b=.1 coordination alpha=.25 wl4 raw-sem .3; only binary lexical IDF exponent varied", "powers": [ 0.5, 0.75, 1.0, 1.25, 1.5, 2.0 ], "fold_rows": [ { "fold": 0, "idf_power": 0.5, "nDCG@10": 0.14947945539653282, "MRR@10": 0.12219126984126984, "P@10": 0.0258, "R@10": 0.24666666666666667, "R@100": 0.469, "Hit@10": 0.252, "Hit@100": 0.478, "n_queries": 1000 }, { "fold": 0, "idf_power": 0.75, "nDCG@10": 0.15115344351607046, "MRR@10": 0.12374841269841269, "P@10": 0.026, "R@10": 0.24866666666666667, "R@100": 0.484, "Hit@10": 0.255, "Hit@100": 0.493, "n_queries": 1000 }, { "fold": 0, "idf_power": 1.0, "nDCG@10": 0.15397803394444953, "MRR@10": 0.12547857142857144, "P@10": 0.0267, "R@10": 0.2556666666666667, "R@100": 0.493, "Hit@10": 0.262, "Hit@100": 0.502, "n_queries": 1000 }, { "fold": 0, "idf_power": 1.25, "nDCG@10": 0.153717234071324, "MRR@10": 0.12447777777777777, "P@10": 0.0269, "R@10": 0.2576666666666667, "R@100": 0.503, "Hit@10": 0.264, "Hit@100": 0.512, "n_queries": 1000 }, { "fold": 0, "idf_power": 1.5, "nDCG@10": 0.15435758018892967, "MRR@10": 0.12400396825396826, "P@10": 0.0273, "R@10": 0.26116666666666666, "R@100": 0.50525, "Hit@10": 0.268, "Hit@100": 0.515, "n_queries": 1000 }, { "fold": 0, "idf_power": 2.0, "nDCG@10": 0.15634045989877365, "MRR@10": 0.12664960317460316, "P@10": 0.027299999999999998, "R@10": 0.26116666666666666, "R@100": 0.50625, "Hit@10": 0.268, "Hit@100": 0.516, "n_queries": 1000 }, { "fold": 1, "idf_power": 0.5, "nDCG@10": 0.15103422866725572, "MRR@10": 0.12055952380952382, "P@10": 0.0263, "R@10": 0.2531666666666667, "R@100": 0.4683333333333333, "Hit@10": 0.258, "Hit@100": 0.477, "n_queries": 1000 }, { "fold": 1, "idf_power": 0.75, "nDCG@10": 0.1534346403968521, "MRR@10": 0.12307619047619048, "P@10": 0.0265, "R@10": 0.2556666666666667, "R@100": 0.48683333333333334, "Hit@10": 0.261, "Hit@100": 0.495, "n_queries": 1000 }, { "fold": 1, "idf_power": 1.0, "nDCG@10": 0.1542499802464026, "MRR@10": 0.12438492063492063, "P@10": 0.026400000000000003, "R@10": 0.25466666666666665, "R@100": 0.4968333333333333, "Hit@10": 0.26, "Hit@100": 0.505, "n_queries": 1000 }, { "fold": 1, "idf_power": 1.25, "nDCG@10": 0.15555229236403828, "MRR@10": 0.12466349206349209, "P@10": 0.027, "R@10": 0.2601666666666666, "R@100": 0.5043333333333333, "Hit@10": 0.266, "Hit@100": 0.513, "n_queries": 1000 }, { "fold": 1, "idf_power": 1.5, "nDCG@10": 0.15793964660963974, "MRR@10": 0.12712420634920632, "P@10": 0.0273, "R@10": 0.2631666666666666, "R@100": 0.508, "Hit@10": 0.269, "Hit@100": 0.517, "n_queries": 1000 }, { "fold": 1, "idf_power": 2.0, "nDCG@10": 0.15727857961509883, "MRR@10": 0.12691388888888888, "P@10": 0.027, "R@10": 0.2601666666666666, "R@100": 0.513, "Hit@10": 0.266, "Hit@100": 0.522, "n_queries": 1000 }, { "fold": 2, "idf_power": 0.5, "nDCG@10": 0.15815975832408344, "MRR@10": 0.1331190476190476, "P@10": 0.0259, "R@10": 0.24433333333333332, "R@100": 0.44383333333333336, "Hit@10": 0.252, "Hit@100": 0.454, "n_queries": 1000 }, { "fold": 2, "idf_power": 0.75, "nDCG@10": 0.16249157800389755, "MRR@10": 0.1365769841269841, "P@10": 0.0267, "R@10": 0.25283333333333335, "R@100": 0.46033333333333337, "Hit@10": 0.261, "Hit@100": 0.471, "n_queries": 1000 }, { "fold": 2, "idf_power": 1.0, "nDCG@10": 0.16251890516411505, "MRR@10": 0.13587301587301587, "P@10": 0.026799999999999997, "R@10": 0.25433333333333336, "R@100": 0.4688333333333333, "Hit@10": 0.262, "Hit@100": 0.479, "n_queries": 1000 }, { "fold": 2, "idf_power": 1.25, "nDCG@10": 0.1633701329795403, "MRR@10": 0.1347813492063492, "P@10": 0.0275, "R@10": 0.26133333333333336, "R@100": 0.47633333333333333, "Hit@10": 0.269, "Hit@100": 0.487, "n_queries": 1000 }, { "fold": 2, "idf_power": 1.5, "nDCG@10": 0.16468264643261105, "MRR@10": 0.13510277777777777, "P@10": 0.027899999999999998, "R@10": 0.26583333333333337, "R@100": 0.48783333333333334, "Hit@10": 0.273, "Hit@100": 0.499, "n_queries": 1000 }, { "fold": 2, "idf_power": 2.0, "nDCG@10": 0.16678654453573022, "MRR@10": 0.13686309523809523, "P@10": 0.028300000000000002, "R@10": 0.26883333333333337, "R@100": 0.4973333333333333, "Hit@10": 0.276, "Hit@100": 0.508, "n_queries": 1000 }, { "fold": 3, "idf_power": 0.5, "nDCG@10": 0.14573882541694666, "MRR@10": 0.11822857142857143, "P@10": 0.0253, "R@10": 0.23961666666666667, "R@100": 0.46273333333333333, "Hit@10": 0.248, "Hit@100": 0.473, "n_queries": 1000 }, { "fold": 3, "idf_power": 0.75, "nDCG@10": 0.14719987695693879, "MRR@10": 0.11871785714285712, "P@10": 0.025700000000000004, "R@10": 0.24411666666666668, "R@100": 0.4765666666666667, "Hit@10": 0.252, "Hit@100": 0.487, "n_queries": 1000 }, { "fold": 3, "idf_power": 1.0, "nDCG@10": 0.14968811661284356, "MRR@10": 0.12085396825396824, "P@10": 0.0261, "R@10": 0.24761666666666668, "R@100": 0.49026666666666663, "Hit@10": 0.255, "Hit@100": 0.5, "n_queries": 1000 }, { "fold": 3, "idf_power": 1.25, "nDCG@10": 0.1533171355854227, "MRR@10": 0.12358055555555555, "P@10": 0.026799999999999997, "R@10": 0.25411666666666666, "R@100": 0.4987666666666667, "Hit@10": 0.262, "Hit@100": 0.508, "n_queries": 1000 }, { "fold": 3, "idf_power": 1.5, "nDCG@10": 0.15519858970514205, "MRR@10": 0.12502936507936507, "P@10": 0.0272, "R@10": 0.25711666666666666, "R@100": 0.4997666666666667, "Hit@10": 0.264, "Hit@100": 0.509, "n_queries": 1000 }, { "fold": 3, "idf_power": 2.0, "nDCG@10": 0.15330829026757606, "MRR@10": 0.1216484126984127, "P@10": 0.0273, "R@10": 0.2592833333333333, "R@100": 0.5062666666666668, "Hit@10": 0.265, "Hit@100": 0.515, "n_queries": 1000 }, { "fold": 4, "idf_power": 0.5, "nDCG@10": 0.1552428670891674, "MRR@10": 0.1248202380952381, "P@10": 0.027899999999999998, "R@10": 0.263, "R@100": 0.47164999999999996, "Hit@10": 0.269, "Hit@100": 0.48, "n_queries": 1000 }, { "fold": 4, "idf_power": 0.75, "nDCG@10": 0.15801824930278996, "MRR@10": 0.1260079365079365, "P@10": 0.0285, "R@10": 0.2695, "R@100": 0.48765, "Hit@10": 0.275, "Hit@100": 0.496, "n_queries": 1000 }, { "fold": 4, "idf_power": 1.0, "nDCG@10": 0.1588183554442891, "MRR@10": 0.12694642857142857, "P@10": 0.0285, "R@10": 0.27, "R@100": 0.4963166666666667, "Hit@10": 0.276, "Hit@100": 0.505, "n_queries": 1000 }, { "fold": 4, "idf_power": 1.25, "nDCG@10": 0.16366339708168107, "MRR@10": 0.12960753968253969, "P@10": 0.0298, "R@10": 0.2825, "R@100": 0.5040666666666667, "Hit@10": 0.288, "Hit@100": 0.513, "n_queries": 1000 }, { "fold": 4, "idf_power": 1.5, "nDCG@10": 0.1656550358514105, "MRR@10": 0.1309698412698413, "P@10": 0.030199999999999998, "R@10": 0.2865, "R@100": 0.5130666666666666, "Hit@10": 0.292, "Hit@100": 0.522, "n_queries": 1000 }, { "fold": 4, "idf_power": 2.0, "nDCG@10": 0.1674609014331426, "MRR@10": 0.13160277777777776, "P@10": 0.0311, "R@10": 0.29336666666666666, "R@100": 0.5165666666666666, "Hit@10": 0.301, "Hit@100": 0.526, "n_queries": 1000 } ], "summary_ranked_for_robustness": [ { "idf_power": 2.0, "mean_nDCG@10": 0.16023495515006428, "mean_MRR@10": 0.12873555555555555, "mean_R@100": 0.5078833333333334, "mean_delta_nDCG_vs_p1": 0.004384276867644305, "min_delta_nDCG_vs_p1": 0.002362425954324121, "positive_folds": 5, "fold_deltas": [ 0.002362425954324121, 0.003028599368696233, 0.004267639371615173, 0.0036201736547324948, 0.0086425459888535 ] }, { "idf_power": 1.5, "mean_nDCG@10": 0.15956669975754662, "mean_MRR@10": 0.12844603174603172, "mean_R@100": 0.5027833333333332, "mean_delta_nDCG_vs_p1": 0.003716021475126635, "min_delta_nDCG_vs_p1": 0.00037954624448013896, "positive_folds": 5, "fold_deltas": [ 0.00037954624448013896, 0.003689666363237143, 0.002163741268496, 0.00551047309229849, 0.006836680407121404 ] }, { "idf_power": 1.25, "mean_nDCG@10": 0.1579240384164013, "mean_MRR@10": 0.12742214285714287, "mean_R@100": 0.49729999999999996, "mean_delta_nDCG_vs_p1": 0.002073360133981306, "min_delta_nDCG_vs_p1": -0.00026079987312552233, "positive_folds": 4, "fold_deltas": [ -0.00026079987312552233, 0.0013023121176356789, 0.000851227815425265, 0.00362901897257914, 0.004845041637391967 ] }, { "idf_power": 1.0, "mean_nDCG@10": 0.15585067828241997, "mean_MRR@10": 0.12670738095238093, "mean_R@100": 0.48905000000000004, "mean_delta_nDCG_vs_p1": 0.0, "min_delta_nDCG_vs_p1": 0.0, "positive_folds": 0, "fold_deltas": [ 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "idf_power": 0.75, "mean_nDCG@10": 0.15445955763530977, "mean_MRR@10": 0.12562547619047618, "mean_R@100": 0.47907666666666665, "mean_delta_nDCG_vs_p1": -0.0013911206471102, "min_delta_nDCG_vs_p1": -0.00282459042837907, "positive_folds": 0, "fold_deltas": [ -0.00282459042837907, -0.0008153398495505115, -2.732716021749959e-05, -0.002488239655904778, -0.0008001061414991406 ] }, { "idf_power": 0.5, "mean_nDCG@10": 0.15193102697879723, "mean_MRR@10": 0.12378373015873016, "mean_R@100": 0.46311, "mean_delta_nDCG_vs_p1": -0.003919651303622762, "min_delta_nDCG_vs_p1": -0.004498578547916715, "positive_folds": 0, "fold_deltas": [ -0.004498578547916715, -0.003215751579146886, -0.004359146840031608, -0.0039492911958969035, -0.0035754883551216976 ] } ], "timing": { "median_ms": 38.44038250099402, "p95_ms": 77.95882724840341, "seconds": 223.55662536621094 } }