de9cd332a5
Co-authored-by: Rocky <hkgood@users.noreply.github.com>
14832 lines
401 KiB
JSON
14832 lines
401 KiB
JSON
[
|
|
{
|
|
"configuration": {
|
|
"alpha": 2e-05,
|
|
"augmentation": "none",
|
|
"char_max": 5,
|
|
"char_min": 2,
|
|
"external_weight": 0.5700000000000001,
|
|
"hard_example_weight": 1.0,
|
|
"l1_ratio": 0.0,
|
|
"max_char_features": 45000,
|
|
"max_word_features": 22000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.16499999999999998,
|
|
"round": 1,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 56451,
|
|
"pseudoLabelCounts": {},
|
|
"round": 1,
|
|
"selectionObjective": 0.6928,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5923,
|
|
"macroPrecision": 0.9767,
|
|
"macroRecall": 0.4748,
|
|
"minimumPrecision": 0.813,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4279,
|
|
"falseNegative": 262,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 98,
|
|
"recall": 0.2722,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 98,
|
|
"wilsonPrecisionLower95": 0.9623
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6601,
|
|
"falseNegative": 80,
|
|
"falsePositive": 23,
|
|
"precision": 0.813,
|
|
"predictedPositive": 123,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2767,
|
|
"truePositive": 100,
|
|
"wilsonPrecisionLower95": 0.735
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.4382,
|
|
"falseNegative": 259,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 101,
|
|
"recall": 0.2806,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 101,
|
|
"wilsonPrecisionLower95": 0.9634
|
|
},
|
|
"invitation": {
|
|
"f1": 0.481,
|
|
"falseNegative": 123,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 57,
|
|
"recall": 0.3167,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 57,
|
|
"wilsonPrecisionLower95": 0.9369
|
|
},
|
|
"question": {
|
|
"f1": 0.8545,
|
|
"falseNegative": 160,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 470,
|
|
"recall": 0.746,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 470,
|
|
"wilsonPrecisionLower95": 0.9919
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9465,
|
|
"falseNegative": 156,
|
|
"falsePositive": 40,
|
|
"precision": 0.9775,
|
|
"predictedPositive": 1774,
|
|
"recall": 0.9175,
|
|
"total": 2970,
|
|
"trueNegative": 1040,
|
|
"truePositive": 1734,
|
|
"wilsonPrecisionLower95": 0.9694
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8535,
|
|
"falseNegative": 23,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 67,
|
|
"recall": 0.7444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 67,
|
|
"wilsonPrecisionLower95": 0.9458
|
|
},
|
|
"task": {
|
|
"f1": 0.544,
|
|
"falseNegative": 451,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 269,
|
|
"recall": 0.3736,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 269,
|
|
"wilsonPrecisionLower95": 0.9859
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9318,
|
|
"falseNegative": 4,
|
|
"falsePositive": 2,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 43,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8454
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7568,
|
|
"falseNegative": 17,
|
|
"falsePositive": 1,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 29,
|
|
"recall": 0.6222,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 28,
|
|
"wilsonPrecisionLower95": 0.8282
|
|
},
|
|
"threshold": 0.9
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8375,
|
|
"falseNegative": 23,
|
|
"falsePositive": 3,
|
|
"precision": 0.9571,
|
|
"predictedPositive": 70,
|
|
"recall": 0.7444,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 67,
|
|
"wilsonPrecisionLower95": 0.8814
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 180,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1305,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9791
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9526,
|
|
"falseNegative": 9,
|
|
"falsePositive": 8,
|
|
"precision": 0.9553,
|
|
"predictedPositive": 179,
|
|
"recall": 0.95,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 171,
|
|
"wilsonPrecisionLower95": 0.9143
|
|
},
|
|
"threshold": 0.54
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9764,
|
|
"falseNegative": 9,
|
|
"falsePositive": 8,
|
|
"precision": 0.9777,
|
|
"predictedPositive": 359,
|
|
"recall": 0.975,
|
|
"total": 2970,
|
|
"trueNegative": 2602,
|
|
"truePositive": 351,
|
|
"wilsonPrecisionLower95": 0.9567
|
|
},
|
|
"threshold": 0.54
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8848,
|
|
"falseNegative": 17,
|
|
"falsePositive": 2,
|
|
"precision": 0.9733,
|
|
"predictedPositive": 75,
|
|
"recall": 0.8111,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 73,
|
|
"wilsonPrecisionLower95": 0.9079
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7947,
|
|
"falseNegative": 30,
|
|
"falsePositive": 1,
|
|
"precision": 0.9836,
|
|
"predictedPositive": 61,
|
|
"recall": 0.6667,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 60,
|
|
"wilsonPrecisionLower95": 0.9128
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8418,
|
|
"falseNegative": 47,
|
|
"falsePositive": 3,
|
|
"precision": 0.9779,
|
|
"predictedPositive": 136,
|
|
"recall": 0.7389,
|
|
"total": 2970,
|
|
"trueNegative": 2787,
|
|
"truePositive": 133,
|
|
"wilsonPrecisionLower95": 0.9372
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8554,
|
|
"falseNegative": 41,
|
|
"falsePositive": 6,
|
|
"precision": 0.9586,
|
|
"predictedPositive": 145,
|
|
"recall": 0.7722,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 139,
|
|
"wilsonPrecisionLower95": 0.9127
|
|
},
|
|
"threshold": 0.83
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8354,
|
|
"falseNegative": 48,
|
|
"falsePositive": 4,
|
|
"precision": 0.9706,
|
|
"predictedPositive": 136,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9268
|
|
},
|
|
"threshold": 0.505
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7994,
|
|
"falseNegative": 113,
|
|
"falsePositive": 11,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 258,
|
|
"recall": 0.6861,
|
|
"total": 2970,
|
|
"trueNegative": 2599,
|
|
"truePositive": 247,
|
|
"wilsonPrecisionLower95": 0.9253
|
|
},
|
|
"threshold": 0.815
|
|
},
|
|
"invitation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8302,
|
|
"falseNegative": 24,
|
|
"falsePositive": 3,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 69,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.8798
|
|
},
|
|
"threshold": 0.935
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6765,
|
|
"falseNegative": 44,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 46,
|
|
"recall": 0.5111,
|
|
"total": 1485,
|
|
"trueNegative": 1395,
|
|
"truePositive": 46,
|
|
"wilsonPrecisionLower95": 0.9229
|
|
},
|
|
"threshold": 0.505
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.5476,
|
|
"falseNegative": 111,
|
|
"falsePositive": 3,
|
|
"precision": 0.9583,
|
|
"predictedPositive": 72,
|
|
"recall": 0.3833,
|
|
"total": 2970,
|
|
"trueNegative": 2787,
|
|
"truePositive": 69,
|
|
"wilsonPrecisionLower95": 0.8845
|
|
},
|
|
"threshold": 0.935
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8445,
|
|
"falseNegative": 76,
|
|
"falsePositive": 12,
|
|
"precision": 0.9522,
|
|
"predictedPositive": 251,
|
|
"recall": 0.7587,
|
|
"total": 1485,
|
|
"trueNegative": 1158,
|
|
"truePositive": 239,
|
|
"wilsonPrecisionLower95": 0.9183
|
|
},
|
|
"threshold": 0.725
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8536,
|
|
"falseNegative": 76,
|
|
"falsePositive": 6,
|
|
"precision": 0.9755,
|
|
"predictedPositive": 245,
|
|
"recall": 0.7587,
|
|
"total": 1485,
|
|
"trueNegative": 1164,
|
|
"truePositive": 239,
|
|
"wilsonPrecisionLower95": 0.9476
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8729,
|
|
"falseNegative": 122,
|
|
"falsePositive": 26,
|
|
"precision": 0.9513,
|
|
"predictedPositive": 534,
|
|
"recall": 0.8063,
|
|
"total": 2970,
|
|
"trueNegative": 2314,
|
|
"truePositive": 508,
|
|
"wilsonPrecisionLower95": 0.9296
|
|
},
|
|
"threshold": 0.515
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.948,
|
|
"falseNegative": 52,
|
|
"falsePositive": 46,
|
|
"precision": 0.951,
|
|
"predictedPositive": 939,
|
|
"recall": 0.945,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 893,
|
|
"wilsonPrecisionLower95": 0.9353
|
|
},
|
|
"threshold": 0.7
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9424,
|
|
"falseNegative": 62,
|
|
"falsePositive": 46,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 929,
|
|
"recall": 0.9344,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 883,
|
|
"wilsonPrecisionLower95": 0.9346
|
|
},
|
|
"threshold": 0.695
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9454,
|
|
"falseNegative": 115,
|
|
"falsePositive": 90,
|
|
"precision": 0.9517,
|
|
"predictedPositive": 1865,
|
|
"recall": 0.9392,
|
|
"total": 2970,
|
|
"trueNegative": 990,
|
|
"truePositive": 1775,
|
|
"wilsonPrecisionLower95": 0.9411
|
|
},
|
|
"threshold": 0.7
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.967,
|
|
"falseNegative": 1,
|
|
"falsePositive": 2,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 46,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.8547
|
|
},
|
|
"threshold": 0.93
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.978,
|
|
"falseNegative": 1,
|
|
"falsePositive": 3,
|
|
"precision": 0.9674,
|
|
"predictedPositive": 92,
|
|
"recall": 0.9889,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9085
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8403,
|
|
"falseNegative": 89,
|
|
"falsePositive": 14,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 285,
|
|
"recall": 0.7528,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 271,
|
|
"wilsonPrecisionLower95": 0.9192
|
|
},
|
|
"threshold": 0.835
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8278,
|
|
"falseNegative": 98,
|
|
"falsePositive": 11,
|
|
"precision": 0.9597,
|
|
"predictedPositive": 273,
|
|
"recall": 0.7278,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 262,
|
|
"wilsonPrecisionLower95": 0.9293
|
|
},
|
|
"threshold": 0.745
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8637,
|
|
"falseNegative": 153,
|
|
"falsePositive": 26,
|
|
"precision": 0.9562,
|
|
"predictedPositive": 593,
|
|
"recall": 0.7875,
|
|
"total": 2970,
|
|
"trueNegative": 2224,
|
|
"truePositive": 567,
|
|
"wilsonPrecisionLower95": 0.9365
|
|
},
|
|
"threshold": 0.755
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.559,
|
|
"macroPrecision": 0.9784,
|
|
"macroRecall": 0.4293,
|
|
"minimumPrecision": 0.9412,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 70,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5542,
|
|
"falseNegative": 222,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 138,
|
|
"recall": 0.3833,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 138,
|
|
"wilsonPrecisionLower95": 0.9729
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6023,
|
|
"falseNegative": 102,
|
|
"falsePositive": 1,
|
|
"precision": 0.9873,
|
|
"predictedPositive": 79,
|
|
"recall": 0.4333,
|
|
"total": 2970,
|
|
"trueNegative": 2789,
|
|
"truePositive": 78,
|
|
"wilsonPrecisionLower95": 0.9317
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2884,
|
|
"falseNegative": 299,
|
|
"falsePositive": 2,
|
|
"precision": 0.9683,
|
|
"predictedPositive": 63,
|
|
"recall": 0.1694,
|
|
"total": 2970,
|
|
"trueNegative": 2608,
|
|
"truePositive": 61,
|
|
"wilsonPrecisionLower95": 0.8914
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3256,
|
|
"falseNegative": 145,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 35,
|
|
"recall": 0.1944,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 35,
|
|
"wilsonPrecisionLower95": 0.9011
|
|
},
|
|
"question": {
|
|
"f1": 0.8386,
|
|
"falseNegative": 165,
|
|
"falsePositive": 14,
|
|
"precision": 0.9708,
|
|
"predictedPositive": 479,
|
|
"recall": 0.7381,
|
|
"total": 2970,
|
|
"trueNegative": 2326,
|
|
"truePositive": 465,
|
|
"wilsonPrecisionLower95": 0.9515
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9452,
|
|
"falseNegative": 114,
|
|
"falsePositive": 92,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 1868,
|
|
"recall": 0.9397,
|
|
"total": 2970,
|
|
"trueNegative": 988,
|
|
"truePositive": 1776,
|
|
"wilsonPrecisionLower95": 0.94
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5161,
|
|
"falseNegative": 58,
|
|
"falsePositive": 2,
|
|
"precision": 0.9412,
|
|
"predictedPositive": 34,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8091
|
|
},
|
|
"task": {
|
|
"f1": 0.5969,
|
|
"falseNegative": 412,
|
|
"falsePositive": 4,
|
|
"precision": 0.9872,
|
|
"predictedPositive": 312,
|
|
"recall": 0.4278,
|
|
"total": 2970,
|
|
"trueNegative": 2246,
|
|
"truePositive": 308,
|
|
"wilsonPrecisionLower95": 0.9675
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1.5e-05,
|
|
"augmentation": "none",
|
|
"char_max": 5,
|
|
"char_min": 3,
|
|
"external_weight": 0.5900000000000001,
|
|
"hard_example_weight": 1.0,
|
|
"l1_ratio": 0.0,
|
|
"max_char_features": 50000,
|
|
"max_word_features": 25000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.18,
|
|
"round": 2,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 61451,
|
|
"pseudoLabelCounts": {},
|
|
"round": 2,
|
|
"selectionObjective": 0.6707,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.5397,
|
|
"macroPrecision": 0.9762,
|
|
"macroRecall": 0.423,
|
|
"minimumPrecision": 0.8145,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2178,
|
|
"falseNegative": 79,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 11,
|
|
"recall": 0.1222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 11,
|
|
"wilsonPrecisionLower95": 0.7412
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4071,
|
|
"falseNegative": 268,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 92,
|
|
"recall": 0.2556,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 92,
|
|
"wilsonPrecisionLower95": 0.9599
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6645,
|
|
"falseNegative": 79,
|
|
"falsePositive": 23,
|
|
"precision": 0.8145,
|
|
"predictedPositive": 124,
|
|
"recall": 0.5611,
|
|
"total": 2970,
|
|
"trueNegative": 2767,
|
|
"truePositive": 101,
|
|
"wilsonPrecisionLower95": 0.737
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.3857,
|
|
"falseNegative": 274,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 86,
|
|
"recall": 0.2389,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 86,
|
|
"wilsonPrecisionLower95": 0.9572
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2,
|
|
"falseNegative": 160,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"question": {
|
|
"f1": 0.8046,
|
|
"falseNegative": 206,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 424,
|
|
"recall": 0.673,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 424,
|
|
"wilsonPrecisionLower95": 0.991
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9038,
|
|
"falseNegative": 293,
|
|
"falsePositive": 47,
|
|
"precision": 0.9714,
|
|
"predictedPositive": 1644,
|
|
"recall": 0.845,
|
|
"total": 2970,
|
|
"trueNegative": 1033,
|
|
"truePositive": 1597,
|
|
"wilsonPrecisionLower95": 0.9622
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8387,
|
|
"falseNegative": 25,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 65,
|
|
"recall": 0.7222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.9442
|
|
},
|
|
"task": {
|
|
"f1": 0.4348,
|
|
"falseNegative": 520,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 200,
|
|
"recall": 0.2778,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 200,
|
|
"wilsonPrecisionLower95": 0.9812
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9048,
|
|
"falseNegative": 7,
|
|
"falsePositive": 1,
|
|
"precision": 0.9744,
|
|
"predictedPositive": 39,
|
|
"recall": 0.8444,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 38,
|
|
"wilsonPrecisionLower95": 0.8682
|
|
},
|
|
"threshold": 0.59
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 180,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1305,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9791
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9226,
|
|
"falseNegative": 19,
|
|
"falsePositive": 8,
|
|
"precision": 0.9527,
|
|
"predictedPositive": 169,
|
|
"recall": 0.8944,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 161,
|
|
"wilsonPrecisionLower95": 0.9094
|
|
},
|
|
"threshold": 0.555
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9649,
|
|
"falseNegative": 16,
|
|
"falsePositive": 9,
|
|
"precision": 0.9745,
|
|
"predictedPositive": 353,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2601,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9523
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.954,
|
|
"falseNegative": 7,
|
|
"falsePositive": 1,
|
|
"precision": 0.9881,
|
|
"predictedPositive": 84,
|
|
"recall": 0.9222,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 83,
|
|
"wilsonPrecisionLower95": 0.9356
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7183,
|
|
"falseNegative": 39,
|
|
"falsePositive": 1,
|
|
"precision": 0.9808,
|
|
"predictedPositive": 52,
|
|
"recall": 0.5667,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 51,
|
|
"wilsonPrecisionLower95": 0.8988
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8481,
|
|
"falseNegative": 46,
|
|
"falsePositive": 2,
|
|
"precision": 0.9853,
|
|
"predictedPositive": 136,
|
|
"recall": 0.7444,
|
|
"total": 2970,
|
|
"trueNegative": 2788,
|
|
"truePositive": 134,
|
|
"wilsonPrecisionLower95": 0.948
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8328,
|
|
"falseNegative": 48,
|
|
"falsePositive": 5,
|
|
"precision": 0.9635,
|
|
"predictedPositive": 137,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9174
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6879,
|
|
"falseNegative": 83,
|
|
"falsePositive": 5,
|
|
"precision": 0.951,
|
|
"predictedPositive": 102,
|
|
"recall": 0.5389,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 97,
|
|
"wilsonPrecisionLower95": 0.8903
|
|
},
|
|
"threshold": 0.765
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6243,
|
|
"falseNegative": 193,
|
|
"falsePositive": 8,
|
|
"precision": 0.9543,
|
|
"predictedPositive": 175,
|
|
"recall": 0.4639,
|
|
"total": 2970,
|
|
"trueNegative": 2602,
|
|
"truePositive": 167,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"threshold": 0.905
|
|
},
|
|
"invitation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9059,
|
|
"falseNegative": 13,
|
|
"falsePositive": 3,
|
|
"precision": 0.9625,
|
|
"predictedPositive": 80,
|
|
"recall": 0.8556,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 77,
|
|
"wilsonPrecisionLower95": 0.8955
|
|
},
|
|
"threshold": 0.86
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6113,
|
|
"falseNegative": 99,
|
|
"falsePositive": 4,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 85,
|
|
"recall": 0.45,
|
|
"total": 2970,
|
|
"trueNegative": 2786,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.8852
|
|
},
|
|
"threshold": 0.855
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8505,
|
|
"falseNegative": 76,
|
|
"falsePositive": 8,
|
|
"precision": 0.9676,
|
|
"predictedPositive": 247,
|
|
"recall": 0.7587,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 239,
|
|
"wilsonPrecisionLower95": 0.9374
|
|
},
|
|
"threshold": 0.705
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7308,
|
|
"falseNegative": 129,
|
|
"falsePositive": 8,
|
|
"precision": 0.9588,
|
|
"predictedPositive": 194,
|
|
"recall": 0.5905,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 186,
|
|
"wilsonPrecisionLower95": 0.9208
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7813,
|
|
"falseNegative": 212,
|
|
"falsePositive": 22,
|
|
"precision": 0.95,
|
|
"predictedPositive": 440,
|
|
"recall": 0.6635,
|
|
"total": 2970,
|
|
"trueNegative": 2318,
|
|
"truePositive": 418,
|
|
"wilsonPrecisionLower95": 0.9255
|
|
},
|
|
"threshold": 0.57
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9629,
|
|
"falseNegative": 23,
|
|
"falsePositive": 48,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 970,
|
|
"recall": 0.9757,
|
|
"total": 1485,
|
|
"trueNegative": 492,
|
|
"truePositive": 922,
|
|
"wilsonPrecisionLower95": 0.935
|
|
},
|
|
"threshold": 0.62
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8526,
|
|
"falseNegative": 216,
|
|
"falsePositive": 36,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 765,
|
|
"recall": 0.7714,
|
|
"total": 1485,
|
|
"trueNegative": 504,
|
|
"truePositive": 729,
|
|
"wilsonPrecisionLower95": 0.9355
|
|
},
|
|
"threshold": 0.84
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9224,
|
|
"falseNegative": 197,
|
|
"falsePositive": 88,
|
|
"precision": 0.9506,
|
|
"predictedPositive": 1781,
|
|
"recall": 0.8958,
|
|
"total": 2970,
|
|
"trueNegative": 992,
|
|
"truePositive": 1693,
|
|
"wilsonPrecisionLower95": 0.9395
|
|
},
|
|
"threshold": 0.775
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9783,
|
|
"falseNegative": 0,
|
|
"falsePositive": 2,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 47,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.8575
|
|
},
|
|
"threshold": 0.765
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9778,
|
|
"falseNegative": 1,
|
|
"falsePositive": 1,
|
|
"precision": 0.9778,
|
|
"predictedPositive": 45,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.8843
|
|
},
|
|
"threshold": 0.855
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.978,
|
|
"falseNegative": 1,
|
|
"falsePositive": 3,
|
|
"precision": 0.9674,
|
|
"predictedPositive": 92,
|
|
"recall": 0.9889,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9085
|
|
},
|
|
"threshold": 0.855
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8541,
|
|
"falseNegative": 82,
|
|
"falsePositive": 13,
|
|
"precision": 0.9553,
|
|
"predictedPositive": 291,
|
|
"recall": 0.7722,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 278,
|
|
"wilsonPrecisionLower95": 0.9251
|
|
},
|
|
"threshold": 0.84
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.5418,
|
|
"falseNegative": 224,
|
|
"falsePositive": 6,
|
|
"precision": 0.9577,
|
|
"predictedPositive": 142,
|
|
"recall": 0.3778,
|
|
"total": 1485,
|
|
"trueNegative": 1119,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9109
|
|
},
|
|
"threshold": 0.91
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7246,
|
|
"falseNegative": 299,
|
|
"falsePositive": 21,
|
|
"precision": 0.9525,
|
|
"predictedPositive": 442,
|
|
"recall": 0.5847,
|
|
"total": 2970,
|
|
"trueNegative": 2229,
|
|
"truePositive": 421,
|
|
"wilsonPrecisionLower95": 0.9285
|
|
},
|
|
"threshold": 0.88
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.5203,
|
|
"macroPrecision": 0.9875,
|
|
"macroRecall": 0.3893,
|
|
"minimumPrecision": 0.9516,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2524,
|
|
"falseNegative": 77,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 13,
|
|
"recall": 0.1444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 13,
|
|
"wilsonPrecisionLower95": 0.7719
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5455,
|
|
"falseNegative": 225,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 135,
|
|
"recall": 0.375,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 135,
|
|
"wilsonPrecisionLower95": 0.9723
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6312,
|
|
"falseNegative": 97,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 83,
|
|
"recall": 0.4611,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 83,
|
|
"wilsonPrecisionLower95": 0.9558
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2476,
|
|
"falseNegative": 309,
|
|
"falsePositive": 1,
|
|
"precision": 0.9808,
|
|
"predictedPositive": 52,
|
|
"recall": 0.1417,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 51,
|
|
"wilsonPrecisionLower95": 0.8988
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3019,
|
|
"falseNegative": 148,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 32,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8928
|
|
},
|
|
"question": {
|
|
"f1": 0.7851,
|
|
"falseNegative": 219,
|
|
"falsePositive": 6,
|
|
"precision": 0.9856,
|
|
"predictedPositive": 417,
|
|
"recall": 0.6524,
|
|
"total": 2970,
|
|
"trueNegative": 2334,
|
|
"truePositive": 411,
|
|
"wilsonPrecisionLower95": 0.969
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9109,
|
|
"falseNegative": 239,
|
|
"falsePositive": 84,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 1735,
|
|
"recall": 0.8735,
|
|
"total": 2970,
|
|
"trueNegative": 996,
|
|
"truePositive": 1651,
|
|
"wilsonPrecisionLower95": 0.9404
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5203,
|
|
"falseNegative": 58,
|
|
"falsePositive": 1,
|
|
"precision": 0.9697,
|
|
"predictedPositive": 33,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2879,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8468
|
|
},
|
|
"task": {
|
|
"f1": 0.4874,
|
|
"falseNegative": 488,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 232,
|
|
"recall": 0.3222,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 232,
|
|
"wilsonPrecisionLower95": 0.9837
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1e-05,
|
|
"augmentation": "none",
|
|
"char_max": 6,
|
|
"char_min": 2,
|
|
"external_weight": 0.6100000000000001,
|
|
"hard_example_weight": 1.2,
|
|
"l1_ratio": 0.05,
|
|
"max_char_features": 55000,
|
|
"max_word_features": 25000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.195,
|
|
"round": 3,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 66451,
|
|
"pseudoLabelCounts": {},
|
|
"round": 3,
|
|
"selectionObjective": 0.6612,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5557,
|
|
"macroPrecision": 0.9751,
|
|
"macroRecall": 0.4386,
|
|
"minimumPrecision": 0.8115,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.0645,
|
|
"falseNegative": 87,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 3,
|
|
"recall": 0.0333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 3,
|
|
"wilsonPrecisionLower95": 0.4385
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4176,
|
|
"falseNegative": 265,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 95,
|
|
"recall": 0.2639,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 95,
|
|
"wilsonPrecisionLower95": 0.9611
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6556,
|
|
"falseNegative": 81,
|
|
"falsePositive": 23,
|
|
"precision": 0.8115,
|
|
"predictedPositive": 122,
|
|
"recall": 0.55,
|
|
"total": 2970,
|
|
"trueNegative": 2767,
|
|
"truePositive": 99,
|
|
"wilsonPrecisionLower95": 0.733
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.4211,
|
|
"falseNegative": 264,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 96,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 96,
|
|
"wilsonPrecisionLower95": 0.9615
|
|
},
|
|
"invitation": {
|
|
"f1": 0.4071,
|
|
"falseNegative": 134,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 46,
|
|
"recall": 0.2556,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 46,
|
|
"wilsonPrecisionLower95": 0.9229
|
|
},
|
|
"question": {
|
|
"f1": 0.8408,
|
|
"falseNegative": 173,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 457,
|
|
"recall": 0.7254,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 457,
|
|
"wilsonPrecisionLower95": 0.9917
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.931,
|
|
"falseNegative": 189,
|
|
"falsePositive": 63,
|
|
"precision": 0.9643,
|
|
"predictedPositive": 1764,
|
|
"recall": 0.9,
|
|
"total": 2970,
|
|
"trueNegative": 1017,
|
|
"truePositive": 1701,
|
|
"wilsonPrecisionLower95": 0.9546
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7671,
|
|
"falseNegative": 34,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 56,
|
|
"recall": 0.6222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 56,
|
|
"wilsonPrecisionLower95": 0.9358
|
|
},
|
|
"task": {
|
|
"f1": 0.4969,
|
|
"falseNegative": 482,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 238,
|
|
"recall": 0.3306,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 238,
|
|
"wilsonPrecisionLower95": 0.9841
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 180,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1305,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9791
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9371,
|
|
"falseNegative": 16,
|
|
"falsePositive": 6,
|
|
"precision": 0.9647,
|
|
"predictedPositive": 170,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 164,
|
|
"wilsonPrecisionLower95": 0.9251
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.969,
|
|
"falseNegative": 16,
|
|
"falsePositive": 6,
|
|
"precision": 0.9829,
|
|
"predictedPositive": 350,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2604,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9631
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9727,
|
|
"falseNegative": 1,
|
|
"falsePositive": 4,
|
|
"precision": 0.957,
|
|
"predictedPositive": 93,
|
|
"recall": 0.9889,
|
|
"total": 1485,
|
|
"trueNegative": 1391,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.8946
|
|
},
|
|
"threshold": 0.585
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7815,
|
|
"falseNegative": 31,
|
|
"falsePositive": 2,
|
|
"precision": 0.9672,
|
|
"predictedPositive": 61,
|
|
"recall": 0.6556,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 59,
|
|
"wilsonPrecisionLower95": 0.8881
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8701,
|
|
"falseNegative": 36,
|
|
"falsePositive": 7,
|
|
"precision": 0.9536,
|
|
"predictedPositive": 151,
|
|
"recall": 0.8,
|
|
"total": 2970,
|
|
"trueNegative": 2783,
|
|
"truePositive": 144,
|
|
"wilsonPrecisionLower95": 0.9074
|
|
},
|
|
"threshold": 0.555
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8454,
|
|
"falseNegative": 46,
|
|
"falsePositive": 3,
|
|
"precision": 0.9781,
|
|
"predictedPositive": 137,
|
|
"recall": 0.7444,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 134,
|
|
"wilsonPrecisionLower95": 0.9376
|
|
},
|
|
"threshold": 0.97
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7525,
|
|
"falseNegative": 69,
|
|
"falsePositive": 4,
|
|
"precision": 0.9652,
|
|
"predictedPositive": 115,
|
|
"recall": 0.6167,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 111,
|
|
"wilsonPrecisionLower95": 0.914
|
|
},
|
|
"threshold": 0.785
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.703,
|
|
"falseNegative": 160,
|
|
"falsePositive": 9,
|
|
"precision": 0.9569,
|
|
"predictedPositive": 209,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2601,
|
|
"truePositive": 200,
|
|
"wilsonPrecisionLower95": 0.9202
|
|
},
|
|
"threshold": 0.955
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7974,
|
|
"falseNegative": 29,
|
|
"falsePositive": 2,
|
|
"precision": 0.9683,
|
|
"predictedPositive": 63,
|
|
"recall": 0.6778,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 61,
|
|
"wilsonPrecisionLower95": 0.8914
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8259,
|
|
"falseNegative": 85,
|
|
"falsePositive": 12,
|
|
"precision": 0.9504,
|
|
"predictedPositive": 242,
|
|
"recall": 0.7302,
|
|
"total": 1485,
|
|
"trueNegative": 1158,
|
|
"truePositive": 230,
|
|
"wilsonPrecisionLower95": 0.9153
|
|
},
|
|
"threshold": 0.865
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8194,
|
|
"falseNegative": 95,
|
|
"falsePositive": 2,
|
|
"precision": 0.991,
|
|
"predictedPositive": 222,
|
|
"recall": 0.6984,
|
|
"total": 1485,
|
|
"trueNegative": 1168,
|
|
"truePositive": 220,
|
|
"wilsonPrecisionLower95": 0.9678
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7959,
|
|
"falseNegative": 199,
|
|
"falsePositive": 22,
|
|
"precision": 0.9514,
|
|
"predictedPositive": 453,
|
|
"recall": 0.6841,
|
|
"total": 2970,
|
|
"trueNegative": 2318,
|
|
"truePositive": 431,
|
|
"wilsonPrecisionLower95": 0.9276
|
|
},
|
|
"threshold": 0.74
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9496,
|
|
"falseNegative": 50,
|
|
"falsePositive": 45,
|
|
"precision": 0.9521,
|
|
"predictedPositive": 940,
|
|
"recall": 0.9471,
|
|
"total": 1485,
|
|
"trueNegative": 495,
|
|
"truePositive": 895,
|
|
"wilsonPrecisionLower95": 0.9365
|
|
},
|
|
"threshold": 0.705
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9209,
|
|
"falseNegative": 101,
|
|
"falsePositive": 44,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 888,
|
|
"recall": 0.8931,
|
|
"total": 1485,
|
|
"trueNegative": 496,
|
|
"truePositive": 844,
|
|
"wilsonPrecisionLower95": 0.9341
|
|
},
|
|
"threshold": 0.78
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9318,
|
|
"falseNegative": 163,
|
|
"falsePositive": 90,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 1817,
|
|
"recall": 0.9138,
|
|
"total": 2970,
|
|
"trueNegative": 990,
|
|
"truePositive": 1727,
|
|
"wilsonPrecisionLower95": 0.9395
|
|
},
|
|
"threshold": 0.77
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.745
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9783,
|
|
"falseNegative": 0,
|
|
"falsePositive": 2,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 47,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.8575
|
|
},
|
|
"threshold": 0.93
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9778,
|
|
"falseNegative": 2,
|
|
"falsePositive": 2,
|
|
"precision": 0.9778,
|
|
"predictedPositive": 90,
|
|
"recall": 0.9778,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 88,
|
|
"wilsonPrecisionLower95": 0.9226
|
|
},
|
|
"threshold": 0.93
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8488,
|
|
"falseNegative": 85,
|
|
"falsePositive": 13,
|
|
"precision": 0.9549,
|
|
"predictedPositive": 288,
|
|
"recall": 0.7639,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 275,
|
|
"wilsonPrecisionLower95": 0.9243
|
|
},
|
|
"threshold": 0.865
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8006,
|
|
"falseNegative": 111,
|
|
"falsePositive": 13,
|
|
"precision": 0.9504,
|
|
"predictedPositive": 262,
|
|
"recall": 0.6917,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 249,
|
|
"wilsonPrecisionLower95": 0.917
|
|
},
|
|
"threshold": 0.8
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8301,
|
|
"falseNegative": 190,
|
|
"falsePositive": 27,
|
|
"precision": 0.9515,
|
|
"predictedPositive": 557,
|
|
"recall": 0.7361,
|
|
"total": 2970,
|
|
"trueNegative": 2223,
|
|
"truePositive": 530,
|
|
"wilsonPrecisionLower95": 0.9304
|
|
},
|
|
"threshold": 0.82
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 6,
|
|
"macroF1": 0.5094,
|
|
"macroPrecision": 0.9758,
|
|
"macroRecall": 0.3953,
|
|
"minimumPrecision": 0.9412,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1443,
|
|
"falseNegative": 83,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 7,
|
|
"recall": 0.0778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 7,
|
|
"wilsonPrecisionLower95": 0.6457
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5455,
|
|
"falseNegative": 225,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 135,
|
|
"recall": 0.375,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 135,
|
|
"wilsonPrecisionLower95": 0.9723
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6617,
|
|
"falseNegative": 91,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 89,
|
|
"recall": 0.4944,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9586
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2464,
|
|
"falseNegative": 309,
|
|
"falsePositive": 3,
|
|
"precision": 0.9444,
|
|
"predictedPositive": 54,
|
|
"recall": 0.1417,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 51,
|
|
"wilsonPrecisionLower95": 0.8489
|
|
},
|
|
"invitation": {
|
|
"f1": 0.1347,
|
|
"falseNegative": 167,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 13,
|
|
"recall": 0.0722,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 13,
|
|
"wilsonPrecisionLower95": 0.7719
|
|
},
|
|
"question": {
|
|
"f1": 0.8158,
|
|
"falseNegative": 187,
|
|
"falsePositive": 13,
|
|
"precision": 0.9715,
|
|
"predictedPositive": 456,
|
|
"recall": 0.7032,
|
|
"total": 2970,
|
|
"trueNegative": 2327,
|
|
"truePositive": 443,
|
|
"wilsonPrecisionLower95": 0.9518
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9354,
|
|
"falseNegative": 151,
|
|
"falsePositive": 89,
|
|
"precision": 0.9513,
|
|
"predictedPositive": 1828,
|
|
"recall": 0.9201,
|
|
"total": 2970,
|
|
"trueNegative": 991,
|
|
"truePositive": 1739,
|
|
"wilsonPrecisionLower95": 0.9405
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5161,
|
|
"falseNegative": 58,
|
|
"falsePositive": 2,
|
|
"precision": 0.9412,
|
|
"predictedPositive": 34,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8091
|
|
},
|
|
"task": {
|
|
"f1": 0.585,
|
|
"falseNegative": 419,
|
|
"falsePositive": 8,
|
|
"precision": 0.9741,
|
|
"predictedPositive": 309,
|
|
"recall": 0.4181,
|
|
"total": 2970,
|
|
"trueNegative": 2242,
|
|
"truePositive": 301,
|
|
"wilsonPrecisionLower95": 0.9498
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 8e-06,
|
|
"augmentation": "none",
|
|
"char_max": 6,
|
|
"char_min": 3,
|
|
"external_weight": 0.63,
|
|
"hard_example_weight": 1.2,
|
|
"l1_ratio": 0.05,
|
|
"max_char_features": 60000,
|
|
"max_word_features": 30000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.21,
|
|
"round": 4,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 79458,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 97,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 51,
|
|
"positive": 2
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 36,
|
|
"positive": 1
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 3,
|
|
"positive": 130
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 85,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 4,
|
|
"selectionObjective": 0.6534,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5001,
|
|
"macroPrecision": 0.9696,
|
|
"macroRecall": 0.3844,
|
|
"minimumPrecision": 0.7742,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.0645,
|
|
"falseNegative": 87,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 3,
|
|
"recall": 0.0333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 3,
|
|
"wilsonPrecisionLower95": 0.4385
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4211,
|
|
"falseNegative": 264,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 96,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 96,
|
|
"wilsonPrecisionLower95": 0.9615
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5275,
|
|
"falseNegative": 108,
|
|
"falsePositive": 21,
|
|
"precision": 0.7742,
|
|
"predictedPositive": 93,
|
|
"recall": 0.4,
|
|
"total": 2970,
|
|
"trueNegative": 2769,
|
|
"truePositive": 72,
|
|
"wilsonPrecisionLower95": 0.6793
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.4071,
|
|
"falseNegative": 268,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 92,
|
|
"recall": 0.2556,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 92,
|
|
"wilsonPrecisionLower95": 0.9599
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2,
|
|
"falseNegative": 160,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"question": {
|
|
"f1": 0.7349,
|
|
"falseNegative": 264,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 366,
|
|
"recall": 0.581,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 366,
|
|
"wilsonPrecisionLower95": 0.9896
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8816,
|
|
"falseNegative": 353,
|
|
"falsePositive": 60,
|
|
"precision": 0.9624,
|
|
"predictedPositive": 1597,
|
|
"recall": 0.8132,
|
|
"total": 2970,
|
|
"trueNegative": 1020,
|
|
"truePositive": 1537,
|
|
"wilsonPrecisionLower95": 0.9519
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8462,
|
|
"falseNegative": 24,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 66,
|
|
"recall": 0.7333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.945
|
|
},
|
|
"task": {
|
|
"f1": 0.4184,
|
|
"falseNegative": 529,
|
|
"falsePositive": 2,
|
|
"precision": 0.9896,
|
|
"predictedPositive": 193,
|
|
"recall": 0.2653,
|
|
"total": 2970,
|
|
"trueNegative": 2248,
|
|
"truePositive": 191,
|
|
"wilsonPrecisionLower95": 0.963
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9972,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 179,
|
|
"recall": 0.9944,
|
|
"total": 1485,
|
|
"trueNegative": 1305,
|
|
"truePositive": 179,
|
|
"wilsonPrecisionLower95": 0.979
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9253,
|
|
"falseNegative": 19,
|
|
"falsePositive": 7,
|
|
"precision": 0.9583,
|
|
"predictedPositive": 168,
|
|
"recall": 0.8944,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 161,
|
|
"wilsonPrecisionLower95": 0.9165
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9618,
|
|
"falseNegative": 20,
|
|
"falsePositive": 7,
|
|
"precision": 0.9798,
|
|
"predictedPositive": 347,
|
|
"recall": 0.9444,
|
|
"total": 2970,
|
|
"trueNegative": 2603,
|
|
"truePositive": 340,
|
|
"wilsonPrecisionLower95": 0.959
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8765,
|
|
"falseNegative": 19,
|
|
"falsePositive": 1,
|
|
"precision": 0.9861,
|
|
"predictedPositive": 72,
|
|
"recall": 0.7889,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 71,
|
|
"wilsonPrecisionLower95": 0.9254
|
|
},
|
|
"threshold": 0.945
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6569,
|
|
"falseNegative": 45,
|
|
"falsePositive": 2,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 47,
|
|
"recall": 0.5,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.8575
|
|
},
|
|
"threshold": 0.64
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7108,
|
|
"falseNegative": 78,
|
|
"falsePositive": 5,
|
|
"precision": 0.9533,
|
|
"predictedPositive": 107,
|
|
"recall": 0.5667,
|
|
"total": 2970,
|
|
"trueNegative": 2785,
|
|
"truePositive": 102,
|
|
"wilsonPrecisionLower95": 0.8952
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8,
|
|
"falseNegative": 56,
|
|
"falsePositive": 6,
|
|
"precision": 0.9538,
|
|
"predictedPositive": 130,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 124,
|
|
"wilsonPrecisionLower95": 0.903
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6165,
|
|
"falseNegative": 98,
|
|
"falsePositive": 4,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 86,
|
|
"recall": 0.4556,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 82,
|
|
"wilsonPrecisionLower95": 0.8864
|
|
},
|
|
"threshold": 0.825
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.5912,
|
|
"falseNegative": 206,
|
|
"falsePositive": 7,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 161,
|
|
"recall": 0.4278,
|
|
"total": 2970,
|
|
"trueNegative": 2603,
|
|
"truePositive": 154,
|
|
"wilsonPrecisionLower95": 0.913
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"invitation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8302,
|
|
"falseNegative": 24,
|
|
"falsePositive": 3,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 69,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.8798
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.536,
|
|
"falseNegative": 113,
|
|
"falsePositive": 3,
|
|
"precision": 0.9571,
|
|
"predictedPositive": 70,
|
|
"recall": 0.3722,
|
|
"total": 2970,
|
|
"trueNegative": 2787,
|
|
"truePositive": 67,
|
|
"wilsonPrecisionLower95": 0.8814
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7813,
|
|
"falseNegative": 106,
|
|
"falsePositive": 11,
|
|
"precision": 0.95,
|
|
"predictedPositive": 220,
|
|
"recall": 0.6635,
|
|
"total": 1485,
|
|
"trueNegative": 1159,
|
|
"truePositive": 209,
|
|
"wilsonPrecisionLower95": 0.9127
|
|
},
|
|
"threshold": 0.865
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6844,
|
|
"falseNegative": 148,
|
|
"falsePositive": 6,
|
|
"precision": 0.9653,
|
|
"predictedPositive": 173,
|
|
"recall": 0.5302,
|
|
"total": 1485,
|
|
"trueNegative": 1164,
|
|
"truePositive": 167,
|
|
"wilsonPrecisionLower95": 0.9264
|
|
},
|
|
"threshold": 0.63
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.75,
|
|
"falseNegative": 240,
|
|
"falsePositive": 20,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 410,
|
|
"recall": 0.619,
|
|
"total": 2970,
|
|
"trueNegative": 2320,
|
|
"truePositive": 390,
|
|
"wilsonPrecisionLower95": 0.9259
|
|
},
|
|
"threshold": 0.74
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9441,
|
|
"falseNegative": 59,
|
|
"falsePositive": 46,
|
|
"precision": 0.9506,
|
|
"predictedPositive": 932,
|
|
"recall": 0.9376,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 886,
|
|
"wilsonPrecisionLower95": 0.9348
|
|
},
|
|
"threshold": 0.76
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8342,
|
|
"falseNegative": 243,
|
|
"falsePositive": 36,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 738,
|
|
"recall": 0.7429,
|
|
"total": 1485,
|
|
"trueNegative": 504,
|
|
"truePositive": 702,
|
|
"wilsonPrecisionLower95": 0.9332
|
|
},
|
|
"threshold": 0.885
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9056,
|
|
"falseNegative": 255,
|
|
"falsePositive": 86,
|
|
"precision": 0.95,
|
|
"predictedPositive": 1721,
|
|
"recall": 0.8651,
|
|
"total": 2970,
|
|
"trueNegative": 994,
|
|
"truePositive": 1635,
|
|
"wilsonPrecisionLower95": 0.9387
|
|
},
|
|
"threshold": 0.855
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9318,
|
|
"falseNegative": 4,
|
|
"falsePositive": 2,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 43,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8454
|
|
},
|
|
"threshold": 0.945
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9727,
|
|
"falseNegative": 1,
|
|
"falsePositive": 4,
|
|
"precision": 0.957,
|
|
"predictedPositive": 93,
|
|
"recall": 0.9889,
|
|
"total": 2970,
|
|
"trueNegative": 2876,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.8946
|
|
},
|
|
"threshold": 0.62
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.851,
|
|
"falseNegative": 83,
|
|
"falsePositive": 14,
|
|
"precision": 0.9519,
|
|
"predictedPositive": 291,
|
|
"recall": 0.7694,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 277,
|
|
"wilsonPrecisionLower95": 0.9209
|
|
},
|
|
"threshold": 0.87
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.4886,
|
|
"falseNegative": 242,
|
|
"falsePositive": 5,
|
|
"precision": 0.9593,
|
|
"predictedPositive": 123,
|
|
"recall": 0.3278,
|
|
"total": 1485,
|
|
"trueNegative": 1120,
|
|
"truePositive": 118,
|
|
"wilsonPrecisionLower95": 0.9084
|
|
},
|
|
"threshold": 0.935
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6978,
|
|
"falseNegative": 324,
|
|
"falsePositive": 19,
|
|
"precision": 0.9542,
|
|
"predictedPositive": 415,
|
|
"recall": 0.55,
|
|
"total": 2970,
|
|
"trueNegative": 2231,
|
|
"truePositive": 396,
|
|
"wilsonPrecisionLower95": 0.9296
|
|
},
|
|
"threshold": 0.915
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.4964,
|
|
"macroPrecision": 0.9825,
|
|
"macroRecall": 0.3647,
|
|
"minimumPrecision": 0.9412,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2,
|
|
"falseNegative": 80,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 10,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 10,
|
|
"wilsonPrecisionLower95": 0.7225
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5425,
|
|
"falseNegative": 226,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 134,
|
|
"recall": 0.3722,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 134,
|
|
"wilsonPrecisionLower95": 0.9721
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5542,
|
|
"falseNegative": 111,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 69,
|
|
"recall": 0.3833,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 69,
|
|
"wilsonPrecisionLower95": 0.9473
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2602,
|
|
"falseNegative": 306,
|
|
"falsePositive": 1,
|
|
"precision": 0.9818,
|
|
"predictedPositive": 55,
|
|
"recall": 0.15,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 54,
|
|
"wilsonPrecisionLower95": 0.9039
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3019,
|
|
"falseNegative": 148,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 32,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8928
|
|
},
|
|
"question": {
|
|
"f1": 0.7302,
|
|
"falseNegative": 262,
|
|
"falsePositive": 10,
|
|
"precision": 0.9735,
|
|
"predictedPositive": 378,
|
|
"recall": 0.5841,
|
|
"total": 2970,
|
|
"trueNegative": 2330,
|
|
"truePositive": 368,
|
|
"wilsonPrecisionLower95": 0.952
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8921,
|
|
"falseNegative": 302,
|
|
"falsePositive": 82,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 1670,
|
|
"recall": 0.8402,
|
|
"total": 2970,
|
|
"trueNegative": 998,
|
|
"truePositive": 1588,
|
|
"wilsonPrecisionLower95": 0.9395
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5161,
|
|
"falseNegative": 58,
|
|
"falsePositive": 2,
|
|
"precision": 0.9412,
|
|
"predictedPositive": 34,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8091
|
|
},
|
|
"task": {
|
|
"f1": 0.4708,
|
|
"falseNegative": 498,
|
|
"falsePositive": 1,
|
|
"precision": 0.9955,
|
|
"predictedPositive": 223,
|
|
"recall": 0.3083,
|
|
"total": 2970,
|
|
"trueNegative": 2249,
|
|
"truePositive": 222,
|
|
"wilsonPrecisionLower95": 0.975
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1.2e-05,
|
|
"augmentation": "none",
|
|
"char_max": 5,
|
|
"char_min": 2,
|
|
"external_weight": 0.65,
|
|
"hard_example_weight": 1.4,
|
|
"l1_ratio": 0.1,
|
|
"max_char_features": 60000,
|
|
"max_word_features": 32000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.22499999999999998,
|
|
"round": 5,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 92000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 88,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 96,
|
|
"positive": 3
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 40,
|
|
"positive": 1
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 3,
|
|
"positive": 150
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 97,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 5,
|
|
"selectionObjective": 0.6361,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5097,
|
|
"macroPrecision": 0.9762,
|
|
"macroRecall": 0.3951,
|
|
"minimumPrecision": 0.8197,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.022,
|
|
"falseNegative": 89,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 1,
|
|
"recall": 0.0111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 1,
|
|
"wilsonPrecisionLower95": 0.2065
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4176,
|
|
"falseNegative": 265,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 95,
|
|
"recall": 0.2639,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 95,
|
|
"wilsonPrecisionLower95": 0.9611
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6623,
|
|
"falseNegative": 80,
|
|
"falsePositive": 22,
|
|
"precision": 0.8197,
|
|
"predictedPositive": 122,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 100,
|
|
"wilsonPrecisionLower95": 0.742
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.341,
|
|
"falseNegative": 286,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 74,
|
|
"recall": 0.2056,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 74,
|
|
"wilsonPrecisionLower95": 0.9507
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2609,
|
|
"falseNegative": 153,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 27,
|
|
"recall": 0.15,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 27,
|
|
"wilsonPrecisionLower95": 0.8754
|
|
},
|
|
"question": {
|
|
"f1": 0.8147,
|
|
"falseNegative": 197,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 433,
|
|
"recall": 0.6873,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 433,
|
|
"wilsonPrecisionLower95": 0.9912
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.912,
|
|
"falseNegative": 257,
|
|
"falsePositive": 58,
|
|
"precision": 0.9657,
|
|
"predictedPositive": 1691,
|
|
"recall": 0.864,
|
|
"total": 2970,
|
|
"trueNegative": 1022,
|
|
"truePositive": 1633,
|
|
"wilsonPrecisionLower95": 0.9559
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.6364,
|
|
"falseNegative": 48,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 42,
|
|
"recall": 0.4667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.9162
|
|
},
|
|
"task": {
|
|
"f1": 0.52,
|
|
"falseNegative": 467,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 253,
|
|
"recall": 0.3514,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 253,
|
|
"wilsonPrecisionLower95": 0.985
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 180,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1305,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9791
|
|
},
|
|
"threshold": 0.69
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9288,
|
|
"falseNegative": 17,
|
|
"falsePositive": 8,
|
|
"precision": 0.9532,
|
|
"predictedPositive": 171,
|
|
"recall": 0.9056,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 163,
|
|
"wilsonPrecisionLower95": 0.9104
|
|
},
|
|
"threshold": 0.51
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9569,
|
|
"falseNegative": 16,
|
|
"falsePositive": 15,
|
|
"precision": 0.9582,
|
|
"predictedPositive": 359,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2595,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9322
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8589,
|
|
"falseNegative": 20,
|
|
"falsePositive": 3,
|
|
"precision": 0.9589,
|
|
"predictedPositive": 73,
|
|
"recall": 0.7778,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 70,
|
|
"wilsonPrecisionLower95": 0.886
|
|
},
|
|
"threshold": 0.57
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6763,
|
|
"falseNegative": 43,
|
|
"falsePositive": 2,
|
|
"precision": 0.9592,
|
|
"predictedPositive": 49,
|
|
"recall": 0.5222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 47,
|
|
"wilsonPrecisionLower95": 0.8629
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.76,
|
|
"falseNegative": 66,
|
|
"falsePositive": 6,
|
|
"precision": 0.95,
|
|
"predictedPositive": 120,
|
|
"recall": 0.6333,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 114,
|
|
"wilsonPrecisionLower95": 0.8952
|
|
},
|
|
"threshold": 0.56
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8,
|
|
"falseNegative": 56,
|
|
"falsePositive": 6,
|
|
"precision": 0.9538,
|
|
"predictedPositive": 130,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 124,
|
|
"wilsonPrecisionLower95": 0.903
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7708,
|
|
"falseNegative": 64,
|
|
"falsePositive": 5,
|
|
"precision": 0.9587,
|
|
"predictedPositive": 121,
|
|
"recall": 0.6444,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 116,
|
|
"wilsonPrecisionLower95": 0.9069
|
|
},
|
|
"threshold": 0.58
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6892,
|
|
"falseNegative": 166,
|
|
"falsePositive": 9,
|
|
"precision": 0.9557,
|
|
"predictedPositive": 203,
|
|
"recall": 0.5389,
|
|
"total": 2970,
|
|
"trueNegative": 2601,
|
|
"truePositive": 194,
|
|
"wilsonPrecisionLower95": 0.9179
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.5203,
|
|
"falseNegative": 58,
|
|
"falsePositive": 1,
|
|
"precision": 0.9697,
|
|
"predictedPositive": 33,
|
|
"recall": 0.3556,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8468
|
|
},
|
|
"threshold": 0.88
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8225,
|
|
"falseNegative": 88,
|
|
"falsePositive": 10,
|
|
"precision": 0.9578,
|
|
"predictedPositive": 237,
|
|
"recall": 0.7206,
|
|
"total": 1485,
|
|
"trueNegative": 1160,
|
|
"truePositive": 227,
|
|
"wilsonPrecisionLower95": 0.9241
|
|
},
|
|
"threshold": 0.84
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8388,
|
|
"falseNegative": 86,
|
|
"falsePositive": 2,
|
|
"precision": 0.9913,
|
|
"predictedPositive": 231,
|
|
"recall": 0.727,
|
|
"total": 1485,
|
|
"trueNegative": 1168,
|
|
"truePositive": 229,
|
|
"wilsonPrecisionLower95": 0.969
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8591,
|
|
"falseNegative": 136,
|
|
"falsePositive": 26,
|
|
"precision": 0.95,
|
|
"predictedPositive": 520,
|
|
"recall": 0.7841,
|
|
"total": 2970,
|
|
"trueNegative": 2314,
|
|
"truePositive": 494,
|
|
"wilsonPrecisionLower95": 0.9277
|
|
},
|
|
"threshold": 0.505
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9541,
|
|
"falseNegative": 40,
|
|
"falsePositive": 47,
|
|
"precision": 0.9506,
|
|
"predictedPositive": 952,
|
|
"recall": 0.9577,
|
|
"total": 1485,
|
|
"trueNegative": 493,
|
|
"truePositive": 905,
|
|
"wilsonPrecisionLower95": 0.935
|
|
},
|
|
"threshold": 0.69
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8807,
|
|
"falseNegative": 170,
|
|
"falsePositive": 40,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 815,
|
|
"recall": 0.8201,
|
|
"total": 1485,
|
|
"trueNegative": 500,
|
|
"truePositive": 775,
|
|
"wilsonPrecisionLower95": 0.9339
|
|
},
|
|
"threshold": 0.8
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.914,
|
|
"falseNegative": 227,
|
|
"falsePositive": 86,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 1749,
|
|
"recall": 0.8799,
|
|
"total": 2970,
|
|
"trueNegative": 994,
|
|
"truePositive": 1663,
|
|
"wilsonPrecisionLower95": 0.9397
|
|
},
|
|
"threshold": 0.78
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9888,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 44,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.9197
|
|
},
|
|
"threshold": 0.635
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8129,
|
|
"falseNegative": 27,
|
|
"falsePositive": 2,
|
|
"precision": 0.9692,
|
|
"predictedPositive": 65,
|
|
"recall": 0.7,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 63,
|
|
"wilsonPrecisionLower95": 0.8946
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8185,
|
|
"falseNegative": 103,
|
|
"falsePositive": 11,
|
|
"precision": 0.959,
|
|
"predictedPositive": 268,
|
|
"recall": 0.7139,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 257,
|
|
"wilsonPrecisionLower95": 0.928
|
|
},
|
|
"threshold": 0.83
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7702,
|
|
"falseNegative": 127,
|
|
"falsePositive": 12,
|
|
"precision": 0.951,
|
|
"predictedPositive": 245,
|
|
"recall": 0.6472,
|
|
"total": 1485,
|
|
"trueNegative": 1113,
|
|
"truePositive": 233,
|
|
"wilsonPrecisionLower95": 0.9164
|
|
},
|
|
"threshold": 0.765
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7816,
|
|
"falseNegative": 244,
|
|
"falsePositive": 22,
|
|
"precision": 0.9558,
|
|
"predictedPositive": 498,
|
|
"recall": 0.6611,
|
|
"total": 2970,
|
|
"trueNegative": 2228,
|
|
"truePositive": 476,
|
|
"wilsonPrecisionLower95": 0.934
|
|
},
|
|
"threshold": 0.805
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4633,
|
|
"macroPrecision": 0.987,
|
|
"macroRecall": 0.3584,
|
|
"minimumPrecision": 0.9508,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.0851,
|
|
"falseNegative": 86,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 4,
|
|
"recall": 0.0444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 4,
|
|
"wilsonPrecisionLower95": 0.5101
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5484,
|
|
"falseNegative": 224,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 136,
|
|
"recall": 0.3778,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9725
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.616,
|
|
"falseNegative": 99,
|
|
"falsePositive": 2,
|
|
"precision": 0.9759,
|
|
"predictedPositive": 83,
|
|
"recall": 0.45,
|
|
"total": 2970,
|
|
"trueNegative": 2788,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9163
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2524,
|
|
"falseNegative": 308,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 52,
|
|
"recall": 0.1444,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 52,
|
|
"wilsonPrecisionLower95": 0.9312
|
|
},
|
|
"invitation": {
|
|
"f1": 0.0645,
|
|
"falseNegative": 174,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0333,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"question": {
|
|
"f1": 0.8249,
|
|
"falseNegative": 180,
|
|
"falsePositive": 11,
|
|
"precision": 0.9761,
|
|
"predictedPositive": 461,
|
|
"recall": 0.7143,
|
|
"total": 2970,
|
|
"trueNegative": 2329,
|
|
"truePositive": 450,
|
|
"wilsonPrecisionLower95": 0.9578
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9188,
|
|
"falseNegative": 210,
|
|
"falsePositive": 87,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 1767,
|
|
"recall": 0.8889,
|
|
"total": 2970,
|
|
"trueNegative": 993,
|
|
"truePositive": 1680,
|
|
"wilsonPrecisionLower95": 0.9397
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.2857,
|
|
"falseNegative": 75,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 15,
|
|
"recall": 0.1667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 15,
|
|
"wilsonPrecisionLower95": 0.7961
|
|
},
|
|
"task": {
|
|
"f1": 0.5737,
|
|
"falseNegative": 428,
|
|
"falsePositive": 6,
|
|
"precision": 0.9799,
|
|
"predictedPositive": 298,
|
|
"recall": 0.4056,
|
|
"total": 2970,
|
|
"trueNegative": 2244,
|
|
"truePositive": 292,
|
|
"wilsonPrecisionLower95": 0.9568
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 8e-06,
|
|
"augmentation": "punctuation",
|
|
"char_max": 6,
|
|
"char_min": 2,
|
|
"external_weight": 0.67,
|
|
"hard_example_weight": 1.5,
|
|
"l1_ratio": 0.1,
|
|
"max_char_features": 65000,
|
|
"max_word_features": 28000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.24,
|
|
"round": 6,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 78354,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 146,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 88,
|
|
"positive": 2
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 36,
|
|
"positive": 5
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 2,
|
|
"positive": 130
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 83,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 6,
|
|
"selectionObjective": 0.6598,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5285,
|
|
"macroPrecision": 0.9709,
|
|
"macroRecall": 0.4124,
|
|
"minimumPrecision": 0.78,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.0435,
|
|
"falseNegative": 88,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 2,
|
|
"recall": 0.0222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 2,
|
|
"wilsonPrecisionLower95": 0.3424
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4211,
|
|
"falseNegative": 264,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 96,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 96,
|
|
"wilsonPrecisionLower95": 0.9615
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5571,
|
|
"falseNegative": 102,
|
|
"falsePositive": 22,
|
|
"precision": 0.78,
|
|
"predictedPositive": 100,
|
|
"recall": 0.4333,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 78,
|
|
"wilsonPrecisionLower95": 0.6893
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 280,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 80,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 80,
|
|
"wilsonPrecisionLower95": 0.9542
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3333,
|
|
"falseNegative": 144,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 36,
|
|
"recall": 0.2,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 36,
|
|
"wilsonPrecisionLower95": 0.9036
|
|
},
|
|
"question": {
|
|
"f1": 0.8224,
|
|
"falseNegative": 190,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 440,
|
|
"recall": 0.6984,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 440,
|
|
"wilsonPrecisionLower95": 0.9913
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8888,
|
|
"falseNegative": 335,
|
|
"falsePositive": 54,
|
|
"precision": 0.9664,
|
|
"predictedPositive": 1609,
|
|
"recall": 0.8228,
|
|
"total": 2970,
|
|
"trueNegative": 1026,
|
|
"truePositive": 1555,
|
|
"wilsonPrecisionLower95": 0.9565
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8387,
|
|
"falseNegative": 25,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 65,
|
|
"recall": 0.7222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.9442
|
|
},
|
|
"task": {
|
|
"f1": 0.488,
|
|
"falseNegative": 487,
|
|
"falsePositive": 2,
|
|
"precision": 0.9915,
|
|
"predictedPositive": 235,
|
|
"recall": 0.3236,
|
|
"total": 2970,
|
|
"trueNegative": 2248,
|
|
"truePositive": 233,
|
|
"wilsonPrecisionLower95": 0.9695
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9834,
|
|
"falseNegative": 2,
|
|
"falsePositive": 4,
|
|
"precision": 0.978,
|
|
"predictedPositive": 182,
|
|
"recall": 0.9889,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 178,
|
|
"wilsonPrecisionLower95": 0.9449
|
|
},
|
|
"threshold": 0.555
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9494,
|
|
"falseNegative": 11,
|
|
"falsePositive": 7,
|
|
"precision": 0.9602,
|
|
"predictedPositive": 176,
|
|
"recall": 0.9389,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 169,
|
|
"wilsonPrecisionLower95": 0.9202
|
|
},
|
|
"threshold": 0.535
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9652,
|
|
"falseNegative": 13,
|
|
"falsePositive": 12,
|
|
"precision": 0.9666,
|
|
"predictedPositive": 359,
|
|
"recall": 0.9639,
|
|
"total": 2970,
|
|
"trueNegative": 2598,
|
|
"truePositive": 347,
|
|
"wilsonPrecisionLower95": 0.9425
|
|
},
|
|
"threshold": 0.535
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8,
|
|
"falseNegative": 28,
|
|
"falsePositive": 3,
|
|
"precision": 0.9538,
|
|
"predictedPositive": 65,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 62,
|
|
"wilsonPrecisionLower95": 0.8729
|
|
},
|
|
"threshold": 0.695
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.731,
|
|
"falseNegative": 37,
|
|
"falsePositive": 2,
|
|
"precision": 0.9636,
|
|
"predictedPositive": 55,
|
|
"recall": 0.5889,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 53,
|
|
"wilsonPrecisionLower95": 0.8768
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7354,
|
|
"falseNegative": 73,
|
|
"falsePositive": 4,
|
|
"precision": 0.964,
|
|
"predictedPositive": 111,
|
|
"recall": 0.5944,
|
|
"total": 2970,
|
|
"trueNegative": 2786,
|
|
"truePositive": 107,
|
|
"wilsonPrecisionLower95": 0.911
|
|
},
|
|
"threshold": 0.695
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8632,
|
|
"falseNegative": 38,
|
|
"falsePositive": 7,
|
|
"precision": 0.953,
|
|
"predictedPositive": 149,
|
|
"recall": 0.7889,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 142,
|
|
"wilsonPrecisionLower95": 0.9062
|
|
},
|
|
"threshold": 0.9
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.4938,
|
|
"falseNegative": 120,
|
|
"falsePositive": 3,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 63,
|
|
"recall": 0.3333,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 60,
|
|
"wilsonPrecisionLower95": 0.8691
|
|
},
|
|
"threshold": 0.845
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7018,
|
|
"falseNegative": 160,
|
|
"falsePositive": 10,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 210,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2600,
|
|
"truePositive": 200,
|
|
"wilsonPrecisionLower95": 0.9146
|
|
},
|
|
"threshold": 0.885
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7222,
|
|
"falseNegative": 38,
|
|
"falsePositive": 2,
|
|
"precision": 0.963,
|
|
"predictedPositive": 54,
|
|
"recall": 0.5778,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 52,
|
|
"wilsonPrecisionLower95": 0.8746
|
|
},
|
|
"threshold": 0.665
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8167,
|
|
"falseNegative": 90,
|
|
"falsePositive": 11,
|
|
"precision": 0.9534,
|
|
"predictedPositive": 236,
|
|
"recall": 0.7143,
|
|
"total": 1485,
|
|
"trueNegative": 1159,
|
|
"truePositive": 225,
|
|
"wilsonPrecisionLower95": 0.9185
|
|
},
|
|
"threshold": 0.865
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8205,
|
|
"falseNegative": 91,
|
|
"falsePositive": 7,
|
|
"precision": 0.9697,
|
|
"predictedPositive": 231,
|
|
"recall": 0.7111,
|
|
"total": 1485,
|
|
"trueNegative": 1163,
|
|
"truePositive": 224,
|
|
"wilsonPrecisionLower95": 0.9388
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.804,
|
|
"falseNegative": 191,
|
|
"falsePositive": 23,
|
|
"precision": 0.9502,
|
|
"predictedPositive": 462,
|
|
"recall": 0.6968,
|
|
"total": 2970,
|
|
"trueNegative": 2317,
|
|
"truePositive": 439,
|
|
"wilsonPrecisionLower95": 0.9264
|
|
},
|
|
"threshold": 0.68
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9268,
|
|
"falseNegative": 90,
|
|
"falsePositive": 45,
|
|
"precision": 0.95,
|
|
"predictedPositive": 900,
|
|
"recall": 0.9048,
|
|
"total": 1485,
|
|
"trueNegative": 495,
|
|
"truePositive": 855,
|
|
"wilsonPrecisionLower95": 0.9338
|
|
},
|
|
"threshold": 0.86
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8789,
|
|
"falseNegative": 176,
|
|
"falsePositive": 36,
|
|
"precision": 0.9553,
|
|
"predictedPositive": 805,
|
|
"recall": 0.8138,
|
|
"total": 1485,
|
|
"trueNegative": 504,
|
|
"truePositive": 769,
|
|
"wilsonPrecisionLower95": 0.9387
|
|
},
|
|
"threshold": 0.85
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9046,
|
|
"falseNegative": 259,
|
|
"falsePositive": 85,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 1716,
|
|
"recall": 0.863,
|
|
"total": 2970,
|
|
"trueNegative": 995,
|
|
"truePositive": 1631,
|
|
"wilsonPrecisionLower95": 0.9392
|
|
},
|
|
"threshold": 0.85
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9773,
|
|
"falseNegative": 2,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 43,
|
|
"recall": 0.9556,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 43,
|
|
"wilsonPrecisionLower95": 0.918
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9888,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 44,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.9197
|
|
},
|
|
"threshold": 0.97
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9497,
|
|
"falseNegative": 5,
|
|
"falsePositive": 4,
|
|
"precision": 0.9551,
|
|
"predictedPositive": 89,
|
|
"recall": 0.9444,
|
|
"total": 2970,
|
|
"trueNegative": 2876,
|
|
"truePositive": 85,
|
|
"wilsonPrecisionLower95": 0.8901
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.827,
|
|
"falseNegative": 97,
|
|
"falsePositive": 13,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 276,
|
|
"recall": 0.7306,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 263,
|
|
"wilsonPrecisionLower95": 0.9211
|
|
},
|
|
"threshold": 0.89
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7902,
|
|
"falseNegative": 117,
|
|
"falsePositive": 12,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 255,
|
|
"recall": 0.675,
|
|
"total": 1485,
|
|
"trueNegative": 1113,
|
|
"truePositive": 243,
|
|
"wilsonPrecisionLower95": 0.9196
|
|
},
|
|
"threshold": 0.785
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7783,
|
|
"falseNegative": 246,
|
|
"falsePositive": 24,
|
|
"precision": 0.9518,
|
|
"predictedPositive": 498,
|
|
"recall": 0.6583,
|
|
"total": 2970,
|
|
"trueNegative": 2226,
|
|
"truePositive": 474,
|
|
"wilsonPrecisionLower95": 0.9293
|
|
},
|
|
"threshold": 0.85
|
|
}
|
|
},
|
|
"trainingRecords": 17767,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.5015,
|
|
"macroPrecision": 0.9886,
|
|
"macroRecall": 0.3796,
|
|
"minimumPrecision": 0.9525,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1633,
|
|
"falseNegative": 82,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 8,
|
|
"recall": 0.0889,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 8,
|
|
"wilsonPrecisionLower95": 0.6756
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5484,
|
|
"falseNegative": 224,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 136,
|
|
"recall": 0.3778,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9725
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5714,
|
|
"falseNegative": 108,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 72,
|
|
"recall": 0.4,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 72,
|
|
"wilsonPrecisionLower95": 0.9493
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2396,
|
|
"falseNegative": 311,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 49,
|
|
"recall": 0.1361,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 49,
|
|
"wilsonPrecisionLower95": 0.9273
|
|
},
|
|
"invitation": {
|
|
"f1": 0.191,
|
|
"falseNegative": 161,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 19,
|
|
"recall": 0.1056,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 19,
|
|
"wilsonPrecisionLower95": 0.8318
|
|
},
|
|
"question": {
|
|
"f1": 0.8126,
|
|
"falseNegative": 190,
|
|
"falsePositive": 13,
|
|
"precision": 0.9713,
|
|
"predictedPositive": 453,
|
|
"recall": 0.6984,
|
|
"total": 2970,
|
|
"trueNegative": 2327,
|
|
"truePositive": 440,
|
|
"wilsonPrecisionLower95": 0.9515
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9035,
|
|
"falseNegative": 266,
|
|
"falsePositive": 81,
|
|
"precision": 0.9525,
|
|
"predictedPositive": 1705,
|
|
"recall": 0.8593,
|
|
"total": 2970,
|
|
"trueNegative": 999,
|
|
"truePositive": 1624,
|
|
"wilsonPrecisionLower95": 0.9413
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5,
|
|
"falseNegative": 60,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 30,
|
|
"recall": 0.3333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 30,
|
|
"wilsonPrecisionLower95": 0.8865
|
|
},
|
|
"task": {
|
|
"f1": 0.5837,
|
|
"falseNegative": 420,
|
|
"falsePositive": 8,
|
|
"precision": 0.974,
|
|
"predictedPositive": 308,
|
|
"recall": 0.4167,
|
|
"total": 2970,
|
|
"trueNegative": 2242,
|
|
"truePositive": 300,
|
|
"wilsonPrecisionLower95": 0.9496
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 6e-06,
|
|
"augmentation": "punctuation",
|
|
"char_max": 6,
|
|
"char_min": 3,
|
|
"external_weight": 0.6900000000000001,
|
|
"hard_example_weight": 1.5,
|
|
"l1_ratio": 0.1,
|
|
"max_char_features": 65000,
|
|
"max_word_features": 32000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.255,
|
|
"round": 7,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 87507,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 141,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 95,
|
|
"positive": 2
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 36,
|
|
"positive": 5
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 2,
|
|
"positive": 129
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 87,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 7,
|
|
"selectionObjective": 0.6286,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.439,
|
|
"macroPrecision": 0.9718,
|
|
"macroRecall": 0.3285,
|
|
"minimumPrecision": 0.8036,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.0851,
|
|
"falseNegative": 86,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 4,
|
|
"recall": 0.0444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 4,
|
|
"wilsonPrecisionLower95": 0.5101
|
|
},
|
|
"complaint": {
|
|
"f1": 0.3991,
|
|
"falseNegative": 270,
|
|
"falsePositive": 1,
|
|
"precision": 0.989,
|
|
"predictedPositive": 91,
|
|
"recall": 0.25,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.9404
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6164,
|
|
"falseNegative": 90,
|
|
"falsePositive": 22,
|
|
"precision": 0.8036,
|
|
"predictedPositive": 112,
|
|
"recall": 0.5,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.7205
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2134,
|
|
"falseNegative": 317,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 43,
|
|
"recall": 0.1194,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 43,
|
|
"wilsonPrecisionLower95": 0.918
|
|
},
|
|
"invitation": {
|
|
"f1": 0.1053,
|
|
"falseNegative": 170,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 10,
|
|
"recall": 0.0556,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 10,
|
|
"wilsonPrecisionLower95": 0.7225
|
|
},
|
|
"question": {
|
|
"f1": 0.6751,
|
|
"falseNegative": 309,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 321,
|
|
"recall": 0.5095,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 321,
|
|
"wilsonPrecisionLower95": 0.9882
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8083,
|
|
"falseNegative": 572,
|
|
"falsePositive": 53,
|
|
"precision": 0.9613,
|
|
"predictedPositive": 1371,
|
|
"recall": 0.6974,
|
|
"total": 2970,
|
|
"trueNegative": 1027,
|
|
"truePositive": 1318,
|
|
"wilsonPrecisionLower95": 0.9498
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7586,
|
|
"falseNegative": 35,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 55,
|
|
"recall": 0.6111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 55,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"task": {
|
|
"f1": 0.2894,
|
|
"falseNegative": 598,
|
|
"falsePositive": 1,
|
|
"precision": 0.9919,
|
|
"predictedPositive": 123,
|
|
"recall": 0.1694,
|
|
"total": 2970,
|
|
"trueNegative": 2249,
|
|
"truePositive": 122,
|
|
"wilsonPrecisionLower95": 0.9554
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9809,
|
|
"falseNegative": 0,
|
|
"falsePositive": 7,
|
|
"precision": 0.9626,
|
|
"predictedPositive": 187,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9248
|
|
},
|
|
"threshold": 0.74
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8974,
|
|
"falseNegative": 27,
|
|
"falsePositive": 8,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 161,
|
|
"recall": 0.85,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 153,
|
|
"wilsonPrecisionLower95": 0.905
|
|
},
|
|
"threshold": 0.665
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9529,
|
|
"falseNegative": 16,
|
|
"falsePositive": 18,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 362,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2592,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9228
|
|
},
|
|
"threshold": 0.51
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7763,
|
|
"falseNegative": 31,
|
|
"falsePositive": 3,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 62,
|
|
"recall": 0.6556,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 59,
|
|
"wilsonPrecisionLower95": 0.8671
|
|
},
|
|
"threshold": 0.895
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7568,
|
|
"falseNegative": 34,
|
|
"falsePositive": 2,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 58,
|
|
"recall": 0.6222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 56,
|
|
"wilsonPrecisionLower95": 0.8827
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6569,
|
|
"falseNegative": 90,
|
|
"falsePositive": 4,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 94,
|
|
"recall": 0.5,
|
|
"total": 2970,
|
|
"trueNegative": 2786,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.8956
|
|
},
|
|
"threshold": 0.895
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8421,
|
|
"falseNegative": 44,
|
|
"falsePositive": 7,
|
|
"precision": 0.951,
|
|
"predictedPositive": 143,
|
|
"recall": 0.7556,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9024
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.5985,
|
|
"falseNegative": 205,
|
|
"falsePositive": 3,
|
|
"precision": 0.981,
|
|
"predictedPositive": 158,
|
|
"recall": 0.4306,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 155,
|
|
"wilsonPrecisionLower95": 0.9457
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7143,
|
|
"falseNegative": 135,
|
|
"falsePositive": 9,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 189,
|
|
"recall": 0.5714,
|
|
"total": 1485,
|
|
"trueNegative": 1161,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.912
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7168,
|
|
"falseNegative": 134,
|
|
"falsePositive": 9,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 190,
|
|
"recall": 0.5746,
|
|
"total": 1485,
|
|
"trueNegative": 1161,
|
|
"truePositive": 181,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"threshold": 0.52
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7149,
|
|
"falseNegative": 269,
|
|
"falsePositive": 19,
|
|
"precision": 0.95,
|
|
"predictedPositive": 380,
|
|
"recall": 0.573,
|
|
"total": 2970,
|
|
"trueNegative": 2321,
|
|
"truePositive": 361,
|
|
"wilsonPrecisionLower95": 0.9232
|
|
},
|
|
"threshold": 0.795
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8846,
|
|
"falseNegative": 163,
|
|
"falsePositive": 41,
|
|
"precision": 0.9502,
|
|
"predictedPositive": 823,
|
|
"recall": 0.8275,
|
|
"total": 1485,
|
|
"trueNegative": 499,
|
|
"truePositive": 782,
|
|
"wilsonPrecisionLower95": 0.9331
|
|
},
|
|
"threshold": 0.89
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7476,
|
|
"falseNegative": 363,
|
|
"falsePositive": 30,
|
|
"precision": 0.951,
|
|
"predictedPositive": 612,
|
|
"recall": 0.6159,
|
|
"total": 1485,
|
|
"trueNegative": 510,
|
|
"truePositive": 582,
|
|
"wilsonPrecisionLower95": 0.9309
|
|
},
|
|
"threshold": 0.92
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.828,
|
|
"falseNegative": 506,
|
|
"falsePositive": 69,
|
|
"precision": 0.9525,
|
|
"predictedPositive": 1453,
|
|
"recall": 0.7323,
|
|
"total": 2970,
|
|
"trueNegative": 1011,
|
|
"truePositive": 1384,
|
|
"wilsonPrecisionLower95": 0.9403
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.66
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.55
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 90,
|
|
"recall": 1.0,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.9591
|
|
},
|
|
"threshold": 0.66
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8615,
|
|
"falseNegative": 77,
|
|
"falsePositive": 14,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 297,
|
|
"recall": 0.7861,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 283,
|
|
"wilsonPrecisionLower95": 0.9224
|
|
},
|
|
"threshold": 0.805
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6868,
|
|
"falseNegative": 333,
|
|
"falsePositive": 20,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 407,
|
|
"recall": 0.5375,
|
|
"total": 2970,
|
|
"trueNegative": 2230,
|
|
"truePositive": 387,
|
|
"wilsonPrecisionLower95": 0.9253
|
|
},
|
|
"threshold": 0.925
|
|
}
|
|
},
|
|
"trainingRecords": 17708,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.4573,
|
|
"macroPrecision": 0.9836,
|
|
"macroRecall": 0.3282,
|
|
"minimumPrecision": 0.9505,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2353,
|
|
"falseNegative": 78,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 12,
|
|
"recall": 0.1333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 12,
|
|
"wilsonPrecisionLower95": 0.7575
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5366,
|
|
"falseNegative": 228,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 132,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9717
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5781,
|
|
"falseNegative": 106,
|
|
"falsePositive": 2,
|
|
"precision": 0.9737,
|
|
"predictedPositive": 76,
|
|
"recall": 0.4111,
|
|
"total": 2970,
|
|
"trueNegative": 2788,
|
|
"truePositive": 74,
|
|
"wilsonPrecisionLower95": 0.909
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2035,
|
|
"falseNegative": 319,
|
|
"falsePositive": 2,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 43,
|
|
"recall": 0.1139,
|
|
"total": 2970,
|
|
"trueNegative": 2608,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8454
|
|
},
|
|
"invitation": {
|
|
"f1": 0.1818,
|
|
"falseNegative": 162,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 18,
|
|
"recall": 0.1,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 18,
|
|
"wilsonPrecisionLower95": 0.8241
|
|
},
|
|
"question": {
|
|
"f1": 0.7078,
|
|
"falseNegative": 280,
|
|
"falsePositive": 9,
|
|
"precision": 0.9749,
|
|
"predictedPositive": 359,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2331,
|
|
"truePositive": 350,
|
|
"wilsonPrecisionLower95": 0.953
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8205,
|
|
"falseNegative": 526,
|
|
"falsePositive": 71,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 1435,
|
|
"recall": 0.7217,
|
|
"total": 2970,
|
|
"trueNegative": 1009,
|
|
"truePositive": 1364,
|
|
"wilsonPrecisionLower95": 0.9381
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5246,
|
|
"falseNegative": 58,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 32,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8928
|
|
},
|
|
"task": {
|
|
"f1": 0.3275,
|
|
"falseNegative": 579,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 141,
|
|
"recall": 0.1958,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 141,
|
|
"wilsonPrecisionLower95": 0.9735
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 5e-06,
|
|
"augmentation": "punctuation",
|
|
"char_max": 7,
|
|
"char_min": 2,
|
|
"external_weight": 0.7100000000000001,
|
|
"hard_example_weight": 1.7,
|
|
"l1_ratio": 0.15,
|
|
"max_char_features": 70000,
|
|
"max_word_features": 28000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.27,
|
|
"round": 8,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 83313,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 187,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 107,
|
|
"positive": 2
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 40,
|
|
"positive": 5
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 2,
|
|
"positive": 135
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 94,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 8,
|
|
"selectionObjective": 0.6543,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5256,
|
|
"macroPrecision": 0.9725,
|
|
"macroRecall": 0.4039,
|
|
"minimumPrecision": 0.8017,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4279,
|
|
"falseNegative": 262,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 98,
|
|
"recall": 0.2722,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 98,
|
|
"wilsonPrecisionLower95": 0.9623
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6284,
|
|
"falseNegative": 87,
|
|
"falsePositive": 23,
|
|
"precision": 0.8017,
|
|
"predictedPositive": 116,
|
|
"recall": 0.5167,
|
|
"total": 2970,
|
|
"trueNegative": 2767,
|
|
"truePositive": 93,
|
|
"wilsonPrecisionLower95": 0.72
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2686,
|
|
"falseNegative": 304,
|
|
"falsePositive": 1,
|
|
"precision": 0.9825,
|
|
"predictedPositive": 57,
|
|
"recall": 0.1556,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 56,
|
|
"wilsonPrecisionLower95": 0.9071
|
|
},
|
|
"invitation": {
|
|
"f1": 0.341,
|
|
"falseNegative": 143,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 37,
|
|
"recall": 0.2056,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 37,
|
|
"wilsonPrecisionLower95": 0.9059
|
|
},
|
|
"question": {
|
|
"f1": 0.7525,
|
|
"falseNegative": 250,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 380,
|
|
"recall": 0.6032,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 380,
|
|
"wilsonPrecisionLower95": 0.99
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8832,
|
|
"falseNegative": 366,
|
|
"falsePositive": 37,
|
|
"precision": 0.9763,
|
|
"predictedPositive": 1561,
|
|
"recall": 0.8063,
|
|
"total": 2970,
|
|
"trueNegative": 1043,
|
|
"truePositive": 1524,
|
|
"wilsonPrecisionLower95": 0.9675
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8079,
|
|
"falseNegative": 29,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 61,
|
|
"recall": 0.6778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 61,
|
|
"wilsonPrecisionLower95": 0.9408
|
|
},
|
|
"task": {
|
|
"f1": 0.4958,
|
|
"falseNegative": 482,
|
|
"falsePositive": 2,
|
|
"precision": 0.9917,
|
|
"predictedPositive": 240,
|
|
"recall": 0.3306,
|
|
"total": 2970,
|
|
"trueNegative": 2248,
|
|
"truePositive": 238,
|
|
"wilsonPrecisionLower95": 0.9701
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.989,
|
|
"falseNegative": 1,
|
|
"falsePositive": 3,
|
|
"precision": 0.9835,
|
|
"predictedPositive": 182,
|
|
"recall": 0.9944,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 179,
|
|
"wilsonPrecisionLower95": 0.9527
|
|
},
|
|
"threshold": 0.97
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9405,
|
|
"falseNegative": 14,
|
|
"falsePositive": 7,
|
|
"precision": 0.9595,
|
|
"predictedPositive": 173,
|
|
"recall": 0.9222,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 166,
|
|
"wilsonPrecisionLower95": 0.9188
|
|
},
|
|
"threshold": 0.54
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9237,
|
|
"falseNegative": 39,
|
|
"falsePositive": 14,
|
|
"precision": 0.9582,
|
|
"predictedPositive": 335,
|
|
"recall": 0.8917,
|
|
"total": 2970,
|
|
"trueNegative": 2596,
|
|
"truePositive": 321,
|
|
"wilsonPrecisionLower95": 0.9311
|
|
},
|
|
"threshold": 0.925
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9613,
|
|
"falseNegative": 3,
|
|
"falsePositive": 4,
|
|
"precision": 0.956,
|
|
"predictedPositive": 91,
|
|
"recall": 0.9667,
|
|
"total": 1485,
|
|
"trueNegative": 1391,
|
|
"truePositive": 87,
|
|
"wilsonPrecisionLower95": 0.8924
|
|
},
|
|
"threshold": 0.72
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.5556,
|
|
"falseNegative": 55,
|
|
"falsePositive": 1,
|
|
"precision": 0.9722,
|
|
"predictedPositive": 36,
|
|
"recall": 0.3889,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 35,
|
|
"wilsonPrecisionLower95": 0.8583
|
|
},
|
|
"threshold": 0.905
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7922,
|
|
"falseNegative": 58,
|
|
"falsePositive": 6,
|
|
"precision": 0.9531,
|
|
"predictedPositive": 128,
|
|
"recall": 0.6778,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 122,
|
|
"wilsonPrecisionLower95": 0.9015
|
|
},
|
|
"threshold": 0.88
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8437,
|
|
"falseNegative": 45,
|
|
"falsePositive": 5,
|
|
"precision": 0.9643,
|
|
"predictedPositive": 140,
|
|
"recall": 0.75,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 135,
|
|
"wilsonPrecisionLower95": 0.9191
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7063,
|
|
"falseNegative": 158,
|
|
"falsePositive": 10,
|
|
"precision": 0.9528,
|
|
"predictedPositive": 212,
|
|
"recall": 0.5611,
|
|
"total": 2970,
|
|
"trueNegative": 2600,
|
|
"truePositive": 202,
|
|
"wilsonPrecisionLower95": 0.9154
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7157,
|
|
"falseNegative": 135,
|
|
"falsePositive": 8,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 188,
|
|
"recall": 0.5714,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9183
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.822,
|
|
"falseNegative": 91,
|
|
"falsePositive": 6,
|
|
"precision": 0.9739,
|
|
"predictedPositive": 230,
|
|
"recall": 0.7111,
|
|
"total": 1485,
|
|
"trueNegative": 1164,
|
|
"truePositive": 224,
|
|
"wilsonPrecisionLower95": 0.9443
|
|
},
|
|
"threshold": 0.505
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8095,
|
|
"falseNegative": 186,
|
|
"falsePositive": 23,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 467,
|
|
"recall": 0.7048,
|
|
"total": 2970,
|
|
"trueNegative": 2317,
|
|
"truePositive": 444,
|
|
"wilsonPrecisionLower95": 0.9272
|
|
},
|
|
"threshold": 0.71
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8741,
|
|
"falseNegative": 181,
|
|
"falsePositive": 39,
|
|
"precision": 0.9514,
|
|
"predictedPositive": 803,
|
|
"recall": 0.8085,
|
|
"total": 1485,
|
|
"trueNegative": 501,
|
|
"truePositive": 764,
|
|
"wilsonPrecisionLower95": 0.9343
|
|
},
|
|
"threshold": 0.95
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8775,
|
|
"falseNegative": 175,
|
|
"falsePositive": 40,
|
|
"precision": 0.9506,
|
|
"predictedPositive": 810,
|
|
"recall": 0.8148,
|
|
"total": 1485,
|
|
"trueNegative": 500,
|
|
"truePositive": 770,
|
|
"wilsonPrecisionLower95": 0.9335
|
|
},
|
|
"threshold": 0.88
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8762,
|
|
"falseNegative": 354,
|
|
"falsePositive": 80,
|
|
"precision": 0.9505,
|
|
"predictedPositive": 1616,
|
|
"recall": 0.8127,
|
|
"total": 2970,
|
|
"trueNegative": 1000,
|
|
"truePositive": 1536,
|
|
"wilsonPrecisionLower95": 0.9388
|
|
},
|
|
"threshold": 0.905
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9556,
|
|
"falseNegative": 2,
|
|
"falsePositive": 2,
|
|
"precision": 0.9556,
|
|
"predictedPositive": 45,
|
|
"recall": 0.9556,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 43,
|
|
"wilsonPrecisionLower95": 0.8517
|
|
},
|
|
"threshold": 0.75
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9724,
|
|
"falseNegative": 2,
|
|
"falsePositive": 3,
|
|
"precision": 0.967,
|
|
"predictedPositive": 91,
|
|
"recall": 0.9778,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 88,
|
|
"wilsonPrecisionLower95": 0.9075
|
|
},
|
|
"threshold": 0.505
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8331,
|
|
"falseNegative": 93,
|
|
"falsePositive": 14,
|
|
"precision": 0.9502,
|
|
"predictedPositive": 281,
|
|
"recall": 0.7417,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 267,
|
|
"wilsonPrecisionLower95": 0.9181
|
|
},
|
|
"threshold": 0.95
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7445,
|
|
"falseNegative": 140,
|
|
"falsePositive": 11,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 231,
|
|
"recall": 0.6111,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 220,
|
|
"wilsonPrecisionLower95": 0.9168
|
|
},
|
|
"threshold": 0.86
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7672,
|
|
"falseNegative": 257,
|
|
"falsePositive": 24,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 487,
|
|
"recall": 0.6431,
|
|
"total": 2970,
|
|
"trueNegative": 2226,
|
|
"truePositive": 463,
|
|
"wilsonPrecisionLower95": 0.9277
|
|
},
|
|
"threshold": 0.92
|
|
}
|
|
},
|
|
"trainingRecords": 17762,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5016,
|
|
"macroPrecision": 0.9741,
|
|
"macroRecall": 0.3747,
|
|
"minimumPrecision": 0.9333,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2524,
|
|
"falseNegative": 77,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 13,
|
|
"recall": 0.1444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 13,
|
|
"wilsonPrecisionLower95": 0.7719
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5513,
|
|
"falseNegative": 223,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 137,
|
|
"recall": 0.3806,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 137,
|
|
"wilsonPrecisionLower95": 0.9727
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6107,
|
|
"falseNegative": 100,
|
|
"falsePositive": 2,
|
|
"precision": 0.9756,
|
|
"predictedPositive": 82,
|
|
"recall": 0.4444,
|
|
"total": 2970,
|
|
"trueNegative": 2788,
|
|
"truePositive": 80,
|
|
"wilsonPrecisionLower95": 0.9154
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2074,
|
|
"falseNegative": 318,
|
|
"falsePositive": 3,
|
|
"precision": 0.9333,
|
|
"predictedPositive": 45,
|
|
"recall": 0.1167,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.8214
|
|
},
|
|
"invitation": {
|
|
"f1": 0.1633,
|
|
"falseNegative": 164,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 16,
|
|
"recall": 0.0889,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 16,
|
|
"wilsonPrecisionLower95": 0.8064
|
|
},
|
|
"question": {
|
|
"f1": 0.759,
|
|
"falseNegative": 238,
|
|
"falsePositive": 11,
|
|
"precision": 0.9727,
|
|
"predictedPositive": 403,
|
|
"recall": 0.6222,
|
|
"total": 2970,
|
|
"trueNegative": 2329,
|
|
"truePositive": 392,
|
|
"wilsonPrecisionLower95": 0.9518
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8758,
|
|
"falseNegative": 356,
|
|
"falsePositive": 79,
|
|
"precision": 0.951,
|
|
"predictedPositive": 1613,
|
|
"recall": 0.8116,
|
|
"total": 2970,
|
|
"trueNegative": 1001,
|
|
"truePositive": 1534,
|
|
"wilsonPrecisionLower95": 0.9394
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5161,
|
|
"falseNegative": 58,
|
|
"falsePositive": 2,
|
|
"precision": 0.9412,
|
|
"predictedPositive": 34,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8091
|
|
},
|
|
"task": {
|
|
"f1": 0.5787,
|
|
"falseNegative": 426,
|
|
"falsePositive": 2,
|
|
"precision": 0.9932,
|
|
"predictedPositive": 296,
|
|
"recall": 0.4083,
|
|
"total": 2970,
|
|
"trueNegative": 2248,
|
|
"truePositive": 294,
|
|
"wilsonPrecisionLower95": 0.9757
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 4e-06,
|
|
"augmentation": "punctuation",
|
|
"char_max": 7,
|
|
"char_min": 3,
|
|
"external_weight": 0.73,
|
|
"hard_example_weight": 1.7,
|
|
"l1_ratio": 0.15,
|
|
"max_char_features": 70000,
|
|
"max_word_features": 35000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.28500000000000003,
|
|
"round": 9,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 92641,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 248,
|
|
"positive": 6
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 146,
|
|
"positive": 8
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 8,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 208,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 9,
|
|
"selectionObjective": 0.6362,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 6,
|
|
"macroF1": 0.473,
|
|
"macroPrecision": 0.9657,
|
|
"macroRecall": 0.3476,
|
|
"minimumPrecision": 0.7955,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4141,
|
|
"falseNegative": 266,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 94,
|
|
"recall": 0.2611,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 94,
|
|
"wilsonPrecisionLower95": 0.9607
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5224,
|
|
"falseNegative": 110,
|
|
"falsePositive": 18,
|
|
"precision": 0.7955,
|
|
"predictedPositive": 88,
|
|
"recall": 0.3889,
|
|
"total": 2970,
|
|
"trueNegative": 2772,
|
|
"truePositive": 70,
|
|
"wilsonPrecisionLower95": 0.6997
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2255,
|
|
"falseNegative": 314,
|
|
"falsePositive": 2,
|
|
"precision": 0.9583,
|
|
"predictedPositive": 48,
|
|
"recall": 0.1278,
|
|
"total": 2970,
|
|
"trueNegative": 2608,
|
|
"truePositive": 46,
|
|
"wilsonPrecisionLower95": 0.8602
|
|
},
|
|
"invitation": {
|
|
"f1": 0.4071,
|
|
"falseNegative": 134,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 46,
|
|
"recall": 0.2556,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 46,
|
|
"wilsonPrecisionLower95": 0.9229
|
|
},
|
|
"question": {
|
|
"f1": 0.6452,
|
|
"falseNegative": 330,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 300,
|
|
"recall": 0.4762,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 300,
|
|
"wilsonPrecisionLower95": 0.9874
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7919,
|
|
"falseNegative": 594,
|
|
"falsePositive": 87,
|
|
"precision": 0.9371,
|
|
"predictedPositive": 1383,
|
|
"recall": 0.6857,
|
|
"total": 2970,
|
|
"trueNegative": 993,
|
|
"truePositive": 1296,
|
|
"wilsonPrecisionLower95": 0.923
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8079,
|
|
"falseNegative": 29,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 61,
|
|
"recall": 0.6778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 61,
|
|
"wilsonPrecisionLower95": 0.9408
|
|
},
|
|
"task": {
|
|
"f1": 0.3178,
|
|
"falseNegative": 584,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 136,
|
|
"recall": 0.1889,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9725
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9862,
|
|
"falseNegative": 1,
|
|
"falsePositive": 4,
|
|
"precision": 0.9781,
|
|
"predictedPositive": 183,
|
|
"recall": 0.9944,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 179,
|
|
"wilsonPrecisionLower95": 0.9452
|
|
},
|
|
"threshold": 0.74
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9222,
|
|
"falseNegative": 20,
|
|
"falsePositive": 7,
|
|
"precision": 0.9581,
|
|
"predictedPositive": 167,
|
|
"recall": 0.8889,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 160,
|
|
"wilsonPrecisionLower95": 0.916
|
|
},
|
|
"threshold": 0.62
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9528,
|
|
"falseNegative": 17,
|
|
"falsePositive": 17,
|
|
"precision": 0.9528,
|
|
"predictedPositive": 360,
|
|
"recall": 0.9528,
|
|
"total": 2970,
|
|
"trueNegative": 2593,
|
|
"truePositive": 343,
|
|
"wilsonPrecisionLower95": 0.9257
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9492,
|
|
"falseNegative": 6,
|
|
"falsePositive": 3,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 87,
|
|
"recall": 0.9333,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 84,
|
|
"wilsonPrecisionLower95": 0.9035
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7042,
|
|
"falseNegative": 40,
|
|
"falsePositive": 2,
|
|
"precision": 0.9615,
|
|
"predictedPositive": 52,
|
|
"recall": 0.5556,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 50,
|
|
"wilsonPrecisionLower95": 0.8702
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.76,
|
|
"falseNegative": 66,
|
|
"falsePositive": 6,
|
|
"precision": 0.95,
|
|
"predictedPositive": 120,
|
|
"recall": 0.6333,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 114,
|
|
"wilsonPrecisionLower95": 0.8952
|
|
},
|
|
"threshold": 0.945
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8243,
|
|
"falseNegative": 51,
|
|
"falsePositive": 4,
|
|
"precision": 0.9699,
|
|
"predictedPositive": 133,
|
|
"recall": 0.7167,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 129,
|
|
"wilsonPrecisionLower95": 0.9252
|
|
},
|
|
"threshold": 0.99
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6316,
|
|
"falseNegative": 192,
|
|
"falsePositive": 4,
|
|
"precision": 0.9767,
|
|
"predictedPositive": 172,
|
|
"recall": 0.4667,
|
|
"total": 2970,
|
|
"trueNegative": 2606,
|
|
"truePositive": 168,
|
|
"wilsonPrecisionLower95": 0.9417
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.544,
|
|
"falseNegative": 56,
|
|
"falsePositive": 1,
|
|
"precision": 0.9714,
|
|
"predictedPositive": 35,
|
|
"recall": 0.3778,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 34,
|
|
"wilsonPrecisionLower95": 0.8547
|
|
},
|
|
"threshold": 0.82
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6694,
|
|
"falseNegative": 153,
|
|
"falsePositive": 7,
|
|
"precision": 0.9586,
|
|
"predictedPositive": 169,
|
|
"recall": 0.5143,
|
|
"total": 1485,
|
|
"trueNegative": 1163,
|
|
"truePositive": 162,
|
|
"wilsonPrecisionLower95": 0.917
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6762,
|
|
"falseNegative": 150,
|
|
"falsePositive": 8,
|
|
"precision": 0.9538,
|
|
"predictedPositive": 173,
|
|
"recall": 0.5238,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 165,
|
|
"wilsonPrecisionLower95": 0.9114
|
|
},
|
|
"threshold": 0.64
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.5392,
|
|
"falseNegative": 393,
|
|
"falsePositive": 12,
|
|
"precision": 0.9518,
|
|
"predictedPositive": 249,
|
|
"recall": 0.3762,
|
|
"total": 2970,
|
|
"trueNegative": 2328,
|
|
"truePositive": 237,
|
|
"wilsonPrecisionLower95": 0.9177
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9407,
|
|
"falseNegative": 65,
|
|
"falsePositive": 46,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 926,
|
|
"recall": 0.9312,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 880,
|
|
"wilsonPrecisionLower95": 0.9344
|
|
},
|
|
"threshold": 0.745
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6118,
|
|
"falseNegative": 521,
|
|
"falsePositive": 17,
|
|
"precision": 0.9615,
|
|
"predictedPositive": 441,
|
|
"recall": 0.4487,
|
|
"total": 1485,
|
|
"trueNegative": 523,
|
|
"truePositive": 424,
|
|
"wilsonPrecisionLower95": 0.9391
|
|
},
|
|
"threshold": 0.965
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8037,
|
|
"falseNegative": 576,
|
|
"falsePositive": 66,
|
|
"precision": 0.9522,
|
|
"predictedPositive": 1380,
|
|
"recall": 0.6952,
|
|
"total": 2970,
|
|
"trueNegative": 1014,
|
|
"truePositive": 1314,
|
|
"wilsonPrecisionLower95": 0.9396
|
|
},
|
|
"threshold": 0.95
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9286,
|
|
"falseNegative": 6,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 39,
|
|
"recall": 0.8667,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 39,
|
|
"wilsonPrecisionLower95": 0.9103
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9302,
|
|
"falseNegative": 5,
|
|
"falsePositive": 1,
|
|
"precision": 0.9756,
|
|
"predictedPositive": 41,
|
|
"recall": 0.8889,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.874
|
|
},
|
|
"threshold": 0.61
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9294,
|
|
"falseNegative": 11,
|
|
"falsePositive": 1,
|
|
"precision": 0.9875,
|
|
"predictedPositive": 80,
|
|
"recall": 0.8778,
|
|
"total": 2970,
|
|
"trueNegative": 2879,
|
|
"truePositive": 79,
|
|
"wilsonPrecisionLower95": 0.9325
|
|
},
|
|
"threshold": 0.61
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8403,
|
|
"falseNegative": 89,
|
|
"falsePositive": 14,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 285,
|
|
"recall": 0.7528,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 271,
|
|
"wilsonPrecisionLower95": 0.9192
|
|
},
|
|
"threshold": 0.93
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.2384,
|
|
"falseNegative": 311,
|
|
"falsePositive": 2,
|
|
"precision": 0.9608,
|
|
"predictedPositive": 51,
|
|
"recall": 0.1361,
|
|
"total": 1485,
|
|
"trueNegative": 1123,
|
|
"truePositive": 49,
|
|
"wilsonPrecisionLower95": 0.8678
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6415,
|
|
"falseNegative": 372,
|
|
"falsePositive": 17,
|
|
"precision": 0.9534,
|
|
"predictedPositive": 365,
|
|
"recall": 0.4833,
|
|
"total": 2970,
|
|
"trueNegative": 2233,
|
|
"truePositive": 348,
|
|
"wilsonPrecisionLower95": 0.9267
|
|
},
|
|
"threshold": 0.975
|
|
}
|
|
},
|
|
"trainingRecords": 17823,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.4697,
|
|
"macroPrecision": 0.9844,
|
|
"macroRecall": 0.3337,
|
|
"minimumPrecision": 0.9268,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2857,
|
|
"falseNegative": 75,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 15,
|
|
"recall": 0.1667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 15,
|
|
"wilsonPrecisionLower95": 0.7961
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5366,
|
|
"falseNegative": 228,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 132,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9717
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6415,
|
|
"falseNegative": 95,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 85,
|
|
"recall": 0.4722,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 85,
|
|
"wilsonPrecisionLower95": 0.9568
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1895,
|
|
"falseNegative": 322,
|
|
"falsePositive": 3,
|
|
"precision": 0.9268,
|
|
"predictedPositive": 41,
|
|
"recall": 0.1056,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 38,
|
|
"wilsonPrecisionLower95": 0.8057
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2266,
|
|
"falseNegative": 157,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 23,
|
|
"recall": 0.1278,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 23,
|
|
"wilsonPrecisionLower95": 0.8569
|
|
},
|
|
"question": {
|
|
"f1": 0.6701,
|
|
"falseNegative": 309,
|
|
"falsePositive": 7,
|
|
"precision": 0.9787,
|
|
"predictedPositive": 328,
|
|
"recall": 0.5095,
|
|
"total": 2970,
|
|
"trueNegative": 2333,
|
|
"truePositive": 321,
|
|
"wilsonPrecisionLower95": 0.9566
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8007,
|
|
"falseNegative": 586,
|
|
"falsePositive": 63,
|
|
"precision": 0.9539,
|
|
"predictedPositive": 1367,
|
|
"recall": 0.6899,
|
|
"total": 2970,
|
|
"trueNegative": 1017,
|
|
"truePositive": 1304,
|
|
"wilsonPrecisionLower95": 0.9415
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5,
|
|
"falseNegative": 60,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 30,
|
|
"recall": 0.3333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 30,
|
|
"wilsonPrecisionLower95": 0.8865
|
|
},
|
|
"task": {
|
|
"f1": 0.3766,
|
|
"falseNegative": 553,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 167,
|
|
"recall": 0.2319,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 167,
|
|
"wilsonPrecisionLower95": 0.9775
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 6e-06,
|
|
"augmentation": "punctuation",
|
|
"char_max": 6,
|
|
"char_min": 2,
|
|
"external_weight": 0.75,
|
|
"hard_example_weight": 1.8,
|
|
"l1_ratio": 0.2,
|
|
"max_char_features": 75000,
|
|
"max_word_features": 38000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.3,
|
|
"round": 10,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 113000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 11
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 4
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 182,
|
|
"positive": 10
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 11,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
}
|
|
},
|
|
"round": 10,
|
|
"selectionObjective": 0.6131,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4796,
|
|
"macroPrecision": 0.972,
|
|
"macroRecall": 0.3442,
|
|
"minimumPrecision": 0.8198,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4148,
|
|
"falseNegative": 265,
|
|
"falsePositive": 3,
|
|
"precision": 0.9694,
|
|
"predictedPositive": 98,
|
|
"recall": 0.2639,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 95,
|
|
"wilsonPrecisionLower95": 0.9138
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6254,
|
|
"falseNegative": 89,
|
|
"falsePositive": 20,
|
|
"precision": 0.8198,
|
|
"predictedPositive": 111,
|
|
"recall": 0.5056,
|
|
"total": 2970,
|
|
"trueNegative": 2770,
|
|
"truePositive": 91,
|
|
"wilsonPrecisionLower95": 0.738
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2768,
|
|
"falseNegative": 302,
|
|
"falsePositive": 1,
|
|
"precision": 0.9831,
|
|
"predictedPositive": 59,
|
|
"recall": 0.1611,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 58,
|
|
"wilsonPrecisionLower95": 0.91
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 140,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 40,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"question": {
|
|
"f1": 0.5383,
|
|
"falseNegative": 398,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 232,
|
|
"recall": 0.3683,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 232,
|
|
"wilsonPrecisionLower95": 0.9837
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7216,
|
|
"falseNegative": 808,
|
|
"falsePositive": 27,
|
|
"precision": 0.9757,
|
|
"predictedPositive": 1109,
|
|
"recall": 0.5725,
|
|
"total": 2970,
|
|
"trueNegative": 1053,
|
|
"truePositive": 1082,
|
|
"wilsonPrecisionLower95": 0.9648
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7586,
|
|
"falseNegative": 35,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 55,
|
|
"recall": 0.6111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 55,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"task": {
|
|
"f1": 0.4921,
|
|
"falseNegative": 485,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 235,
|
|
"recall": 0.3264,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 235,
|
|
"wilsonPrecisionLower95": 0.9839
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9807,
|
|
"falseNegative": 2,
|
|
"falsePositive": 5,
|
|
"precision": 0.9727,
|
|
"predictedPositive": 183,
|
|
"recall": 0.9889,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 178,
|
|
"wilsonPrecisionLower95": 0.9376
|
|
},
|
|
"threshold": 0.765
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9288,
|
|
"falseNegative": 17,
|
|
"falsePositive": 8,
|
|
"precision": 0.9532,
|
|
"predictedPositive": 171,
|
|
"recall": 0.9056,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 163,
|
|
"wilsonPrecisionLower95": 0.9104
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9455,
|
|
"falseNegative": 22,
|
|
"falsePositive": 17,
|
|
"precision": 0.9521,
|
|
"predictedPositive": 355,
|
|
"recall": 0.9389,
|
|
"total": 2970,
|
|
"trueNegative": 2593,
|
|
"truePositive": 338,
|
|
"wilsonPrecisionLower95": 0.9247
|
|
},
|
|
"threshold": 0.595
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7568,
|
|
"falseNegative": 34,
|
|
"falsePositive": 2,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 58,
|
|
"recall": 0.6222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 56,
|
|
"wilsonPrecisionLower95": 0.8827
|
|
},
|
|
"threshold": 0.955
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7733,
|
|
"falseNegative": 32,
|
|
"falsePositive": 2,
|
|
"precision": 0.9667,
|
|
"predictedPositive": 60,
|
|
"recall": 0.6444,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 58,
|
|
"wilsonPrecisionLower95": 0.8864
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7723,
|
|
"falseNegative": 63,
|
|
"falsePositive": 6,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 123,
|
|
"recall": 0.65,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 117,
|
|
"wilsonPrecisionLower95": 0.8977
|
|
},
|
|
"threshold": 0.765
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8483,
|
|
"falseNegative": 43,
|
|
"falsePositive": 6,
|
|
"precision": 0.958,
|
|
"predictedPositive": 143,
|
|
"recall": 0.7611,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 137,
|
|
"wilsonPrecisionLower95": 0.9115
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.3529,
|
|
"falseNegative": 141,
|
|
"falsePositive": 2,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 41,
|
|
"recall": 0.2167,
|
|
"total": 1485,
|
|
"trueNegative": 1303,
|
|
"truePositive": 39,
|
|
"wilsonPrecisionLower95": 0.8386
|
|
},
|
|
"threshold": 0.99
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6292,
|
|
"falseNegative": 192,
|
|
"falsePositive": 6,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 174,
|
|
"recall": 0.4667,
|
|
"total": 2970,
|
|
"trueNegative": 2604,
|
|
"truePositive": 168,
|
|
"wilsonPrecisionLower95": 0.9268
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.3894,
|
|
"falseNegative": 68,
|
|
"falsePositive": 1,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 23,
|
|
"recall": 0.2444,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 22,
|
|
"wilsonPrecisionLower95": 0.7901
|
|
},
|
|
"threshold": 0.98
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8175,
|
|
"falseNegative": 91,
|
|
"falsePositive": 9,
|
|
"precision": 0.9614,
|
|
"predictedPositive": 233,
|
|
"recall": 0.7111,
|
|
"total": 1485,
|
|
"trueNegative": 1161,
|
|
"truePositive": 224,
|
|
"wilsonPrecisionLower95": 0.9282
|
|
},
|
|
"threshold": 0.6
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7182,
|
|
"falseNegative": 401,
|
|
"falsePositive": 26,
|
|
"precision": 0.9544,
|
|
"predictedPositive": 570,
|
|
"recall": 0.5757,
|
|
"total": 1485,
|
|
"trueNegative": 514,
|
|
"truePositive": 544,
|
|
"wilsonPrecisionLower95": 0.934
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6667,
|
|
"falseNegative": 460,
|
|
"falsePositive": 25,
|
|
"precision": 0.951,
|
|
"predictedPositive": 510,
|
|
"recall": 0.5132,
|
|
"total": 1485,
|
|
"trueNegative": 515,
|
|
"truePositive": 485,
|
|
"wilsonPrecisionLower95": 0.9286
|
|
},
|
|
"threshold": 0.945
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7151,
|
|
"falseNegative": 807,
|
|
"falsePositive": 56,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 1139,
|
|
"recall": 0.573,
|
|
"total": 2970,
|
|
"trueNegative": 1024,
|
|
"truePositive": 1083,
|
|
"wilsonPrecisionLower95": 0.9367
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9412,
|
|
"falseNegative": 5,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 40,
|
|
"recall": 0.8889,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8052,
|
|
"falseNegative": 14,
|
|
"falsePositive": 1,
|
|
"precision": 0.9688,
|
|
"predictedPositive": 32,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8426
|
|
},
|
|
"threshold": 0.98
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8375,
|
|
"falseNegative": 23,
|
|
"falsePositive": 3,
|
|
"precision": 0.9571,
|
|
"predictedPositive": 70,
|
|
"recall": 0.7444,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 67,
|
|
"wilsonPrecisionLower95": 0.8814
|
|
},
|
|
"threshold": 0.92
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7783,
|
|
"falseNegative": 123,
|
|
"falsePositive": 12,
|
|
"precision": 0.9518,
|
|
"predictedPositive": 249,
|
|
"recall": 0.6583,
|
|
"total": 1485,
|
|
"trueNegative": 1113,
|
|
"truePositive": 237,
|
|
"wilsonPrecisionLower95": 0.9177
|
|
},
|
|
"threshold": 0.84
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7994,
|
|
"falseNegative": 113,
|
|
"falsePositive": 11,
|
|
"precision": 0.9574,
|
|
"predictedPositive": 258,
|
|
"recall": 0.6861,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 247,
|
|
"wilsonPrecisionLower95": 0.9253
|
|
},
|
|
"threshold": 0.755
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7977,
|
|
"falseNegative": 225,
|
|
"falsePositive": 26,
|
|
"precision": 0.9501,
|
|
"predictedPositive": 521,
|
|
"recall": 0.6875,
|
|
"total": 2970,
|
|
"trueNegative": 2224,
|
|
"truePositive": 495,
|
|
"wilsonPrecisionLower95": 0.9279
|
|
},
|
|
"threshold": 0.77
|
|
}
|
|
},
|
|
"trainingRecords": 17763,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4424,
|
|
"macroPrecision": 0.9693,
|
|
"macroRecall": 0.3051,
|
|
"minimumPrecision": 0.8889,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1818,
|
|
"falseNegative": 81,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 9,
|
|
"recall": 0.1,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 9,
|
|
"wilsonPrecisionLower95": 0.7009
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5414,
|
|
"falseNegative": 226,
|
|
"falsePositive": 1,
|
|
"precision": 0.9926,
|
|
"predictedPositive": 135,
|
|
"recall": 0.3722,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 134,
|
|
"wilsonPrecisionLower95": 0.9592
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5946,
|
|
"falseNegative": 103,
|
|
"falsePositive": 2,
|
|
"precision": 0.9747,
|
|
"predictedPositive": 79,
|
|
"recall": 0.4278,
|
|
"total": 2970,
|
|
"trueNegative": 2788,
|
|
"truePositive": 77,
|
|
"wilsonPrecisionLower95": 0.9123
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1975,
|
|
"falseNegative": 320,
|
|
"falsePositive": 5,
|
|
"precision": 0.8889,
|
|
"predictedPositive": 45,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2605,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.765
|
|
},
|
|
"invitation": {
|
|
"f1": 0.209,
|
|
"falseNegative": 159,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 21,
|
|
"recall": 0.1167,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 21,
|
|
"wilsonPrecisionLower95": 0.8454
|
|
},
|
|
"question": {
|
|
"f1": 0.5216,
|
|
"falseNegative": 407,
|
|
"falsePositive": 2,
|
|
"precision": 0.9911,
|
|
"predictedPositive": 225,
|
|
"recall": 0.354,
|
|
"total": 2970,
|
|
"trueNegative": 2338,
|
|
"truePositive": 223,
|
|
"wilsonPrecisionLower95": 0.9682
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.6929,
|
|
"falseNegative": 861,
|
|
"falsePositive": 51,
|
|
"precision": 0.9528,
|
|
"predictedPositive": 1080,
|
|
"recall": 0.5444,
|
|
"total": 2970,
|
|
"trueNegative": 1029,
|
|
"truePositive": 1029,
|
|
"wilsonPrecisionLower95": 0.9384
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.4706,
|
|
"falseNegative": 62,
|
|
"falsePositive": 1,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 29,
|
|
"recall": 0.3111,
|
|
"total": 2970,
|
|
"trueNegative": 2879,
|
|
"truePositive": 28,
|
|
"wilsonPrecisionLower95": 0.8282
|
|
},
|
|
"task": {
|
|
"f1": 0.5725,
|
|
"falseNegative": 426,
|
|
"falsePositive": 13,
|
|
"precision": 0.9577,
|
|
"predictedPositive": 307,
|
|
"recall": 0.4083,
|
|
"total": 2970,
|
|
"trueNegative": 2237,
|
|
"truePositive": 294,
|
|
"wilsonPrecisionLower95": 0.9289
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 5e-06,
|
|
"augmentation": "prefix",
|
|
"char_max": 6,
|
|
"char_min": 2,
|
|
"external_weight": 0.77,
|
|
"hard_example_weight": 1.8,
|
|
"l1_ratio": 0.1,
|
|
"max_char_features": 70000,
|
|
"max_word_features": 30000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.31499999999999995,
|
|
"round": 11,
|
|
"word_max": 2
|
|
},
|
|
"featureCount": 81451,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 14
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 2
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"question": {
|
|
"negative": 233,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 8,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 11,
|
|
"selectionObjective": 0.6682,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 6,
|
|
"macroF1": 0.5232,
|
|
"macroPrecision": 0.9846,
|
|
"macroRecall": 0.4153,
|
|
"minimumPrecision": 0.93,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4245,
|
|
"falseNegative": 263,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 97,
|
|
"recall": 0.2694,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 97,
|
|
"wilsonPrecisionLower95": 0.9619
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6643,
|
|
"falseNegative": 87,
|
|
"falsePositive": 7,
|
|
"precision": 0.93,
|
|
"predictedPositive": 100,
|
|
"recall": 0.5167,
|
|
"total": 2970,
|
|
"trueNegative": 2783,
|
|
"truePositive": 93,
|
|
"wilsonPrecisionLower95": 0.8625
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.0902,
|
|
"falseNegative": 343,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 17,
|
|
"recall": 0.0472,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 17,
|
|
"wilsonPrecisionLower95": 0.8157
|
|
},
|
|
"invitation": {
|
|
"f1": 0.341,
|
|
"falseNegative": 143,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 37,
|
|
"recall": 0.2056,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 37,
|
|
"wilsonPrecisionLower95": 0.9059
|
|
},
|
|
"question": {
|
|
"f1": 0.8191,
|
|
"falseNegative": 193,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 437,
|
|
"recall": 0.6937,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 437,
|
|
"wilsonPrecisionLower95": 0.9913
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8975,
|
|
"falseNegative": 253,
|
|
"falsePositive": 121,
|
|
"precision": 0.9312,
|
|
"predictedPositive": 1758,
|
|
"recall": 0.8661,
|
|
"total": 2970,
|
|
"trueNegative": 959,
|
|
"truePositive": 1637,
|
|
"wilsonPrecisionLower95": 0.9184
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8535,
|
|
"falseNegative": 23,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 67,
|
|
"recall": 0.7444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 67,
|
|
"wilsonPrecisionLower95": 0.9458
|
|
},
|
|
"task": {
|
|
"f1": 0.4937,
|
|
"falseNegative": 484,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 236,
|
|
"recall": 0.3278,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 236,
|
|
"wilsonPrecisionLower95": 0.984
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9917,
|
|
"falseNegative": 0,
|
|
"falsePositive": 3,
|
|
"precision": 0.9836,
|
|
"predictedPositive": 183,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9529
|
|
},
|
|
"threshold": 0.99
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9318,
|
|
"falseNegative": 16,
|
|
"falsePositive": 8,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 172,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 164,
|
|
"wilsonPrecisionLower95": 0.9109
|
|
},
|
|
"threshold": 0.84
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9529,
|
|
"falseNegative": 16,
|
|
"falsePositive": 18,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 362,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2592,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9228
|
|
},
|
|
"threshold": 0.84
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.931,
|
|
"falseNegative": 9,
|
|
"falsePositive": 3,
|
|
"precision": 0.9643,
|
|
"predictedPositive": 84,
|
|
"recall": 0.9,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9002
|
|
},
|
|
"threshold": 0.97
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7222,
|
|
"falseNegative": 38,
|
|
"falsePositive": 2,
|
|
"precision": 0.963,
|
|
"predictedPositive": 54,
|
|
"recall": 0.5778,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 52,
|
|
"wilsonPrecisionLower95": 0.8746
|
|
},
|
|
"threshold": 0.86
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8077,
|
|
"falseNegative": 54,
|
|
"falsePositive": 6,
|
|
"precision": 0.9545,
|
|
"predictedPositive": 132,
|
|
"recall": 0.7,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 126,
|
|
"wilsonPrecisionLower95": 0.9044
|
|
},
|
|
"threshold": 0.95
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.4833,
|
|
"falseNegative": 61,
|
|
"falsePositive": 1,
|
|
"precision": 0.9667,
|
|
"predictedPositive": 30,
|
|
"recall": 0.3222,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 29,
|
|
"wilsonPrecisionLower95": 0.8333
|
|
},
|
|
"threshold": 0.965
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7993,
|
|
"falseNegative": 98,
|
|
"falsePositive": 11,
|
|
"precision": 0.9518,
|
|
"predictedPositive": 228,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1159,
|
|
"truePositive": 217,
|
|
"wilsonPrecisionLower95": 0.9157
|
|
},
|
|
"threshold": 0.92
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7572,
|
|
"falseNegative": 117,
|
|
"falsePositive": 10,
|
|
"precision": 0.9519,
|
|
"predictedPositive": 208,
|
|
"recall": 0.6286,
|
|
"total": 1485,
|
|
"trueNegative": 1160,
|
|
"truePositive": 198,
|
|
"wilsonPrecisionLower95": 0.9138
|
|
},
|
|
"threshold": 0.735
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.797,
|
|
"falseNegative": 198,
|
|
"falsePositive": 22,
|
|
"precision": 0.9515,
|
|
"predictedPositive": 454,
|
|
"recall": 0.6857,
|
|
"total": 2970,
|
|
"trueNegative": 2318,
|
|
"truePositive": 432,
|
|
"wilsonPrecisionLower95": 0.9277
|
|
},
|
|
"threshold": 0.8
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9373,
|
|
"falseNegative": 71,
|
|
"falsePositive": 46,
|
|
"precision": 0.95,
|
|
"predictedPositive": 920,
|
|
"recall": 0.9249,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 874,
|
|
"wilsonPrecisionLower95": 0.934
|
|
},
|
|
"threshold": 0.79
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8754,
|
|
"falseNegative": 179,
|
|
"falsePositive": 39,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 805,
|
|
"recall": 0.8106,
|
|
"total": 1485,
|
|
"trueNegative": 501,
|
|
"truePositive": 766,
|
|
"wilsonPrecisionLower95": 0.9345
|
|
},
|
|
"threshold": 0.91
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9105,
|
|
"falseNegative": 242,
|
|
"falsePositive": 82,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 1730,
|
|
"recall": 0.872,
|
|
"total": 2970,
|
|
"trueNegative": 998,
|
|
"truePositive": 1648,
|
|
"wilsonPrecisionLower95": 0.9415
|
|
},
|
|
"threshold": 0.895
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9773,
|
|
"falseNegative": 2,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 43,
|
|
"recall": 0.9556,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 43,
|
|
"wilsonPrecisionLower95": 0.918
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9318,
|
|
"falseNegative": 4,
|
|
"falsePositive": 2,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 43,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8454
|
|
},
|
|
"threshold": 0.9
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9551,
|
|
"falseNegative": 5,
|
|
"falsePositive": 3,
|
|
"precision": 0.9659,
|
|
"predictedPositive": 88,
|
|
"recall": 0.9444,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 85,
|
|
"wilsonPrecisionLower95": 0.9045
|
|
},
|
|
"threshold": 0.885
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8315,
|
|
"falseNegative": 96,
|
|
"falsePositive": 11,
|
|
"precision": 0.96,
|
|
"predictedPositive": 275,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 264,
|
|
"wilsonPrecisionLower95": 0.9298
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8349,
|
|
"falseNegative": 92,
|
|
"falsePositive": 14,
|
|
"precision": 0.9504,
|
|
"predictedPositive": 282,
|
|
"recall": 0.7444,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 268,
|
|
"wilsonPrecisionLower95": 0.9184
|
|
},
|
|
"threshold": 0.845
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7688,
|
|
"falseNegative": 256,
|
|
"falsePositive": 23,
|
|
"precision": 0.9528,
|
|
"predictedPositive": 487,
|
|
"recall": 0.6444,
|
|
"total": 2970,
|
|
"trueNegative": 2227,
|
|
"truePositive": 464,
|
|
"wilsonPrecisionLower95": 0.9301
|
|
},
|
|
"threshold": 0.975
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.5184,
|
|
"macroPrecision": 0.982,
|
|
"macroRecall": 0.3943,
|
|
"minimumPrecision": 0.9412,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2692,
|
|
"falseNegative": 76,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 14,
|
|
"recall": 0.1556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 14,
|
|
"wilsonPrecisionLower95": 0.7847
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5542,
|
|
"falseNegative": 222,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 138,
|
|
"recall": 0.3833,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 138,
|
|
"wilsonPrecisionLower95": 0.9729
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6642,
|
|
"falseNegative": 90,
|
|
"falsePositive": 1,
|
|
"precision": 0.989,
|
|
"predictedPositive": 91,
|
|
"recall": 0.5,
|
|
"total": 2970,
|
|
"trueNegative": 2789,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.9404
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1347,
|
|
"falseNegative": 334,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 26,
|
|
"recall": 0.0722,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 26,
|
|
"wilsonPrecisionLower95": 0.8713
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2524,
|
|
"falseNegative": 154,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 26,
|
|
"recall": 0.1444,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 26,
|
|
"wilsonPrecisionLower95": 0.8713
|
|
},
|
|
"question": {
|
|
"f1": 0.7757,
|
|
"falseNegative": 222,
|
|
"falsePositive": 14,
|
|
"precision": 0.9668,
|
|
"predictedPositive": 422,
|
|
"recall": 0.6476,
|
|
"total": 2970,
|
|
"trueNegative": 2326,
|
|
"truePositive": 408,
|
|
"wilsonPrecisionLower95": 0.9451
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9073,
|
|
"falseNegative": 250,
|
|
"falsePositive": 85,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 1725,
|
|
"recall": 0.8677,
|
|
"total": 2970,
|
|
"trueNegative": 995,
|
|
"truePositive": 1640,
|
|
"wilsonPrecisionLower95": 0.9395
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5161,
|
|
"falseNegative": 58,
|
|
"falsePositive": 2,
|
|
"precision": 0.9412,
|
|
"predictedPositive": 34,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8091
|
|
},
|
|
"task": {
|
|
"f1": 0.592,
|
|
"falseNegative": 416,
|
|
"falsePositive": 3,
|
|
"precision": 0.9902,
|
|
"predictedPositive": 307,
|
|
"recall": 0.4222,
|
|
"total": 2970,
|
|
"trueNegative": 2247,
|
|
"truePositive": 304,
|
|
"wilsonPrecisionLower95": 0.9717
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 4e-06,
|
|
"augmentation": "prefix",
|
|
"char_max": 6,
|
|
"char_min": 3,
|
|
"external_weight": 0.79,
|
|
"hard_example_weight": 2.0,
|
|
"l1_ratio": 0.15,
|
|
"max_char_features": 75000,
|
|
"max_word_features": 35000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.32999999999999996,
|
|
"round": 12,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 94458,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 15
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 232,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 10,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 12,
|
|
"selectionObjective": 0.6224,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4599,
|
|
"macroPrecision": 0.9738,
|
|
"macroRecall": 0.3356,
|
|
"minimumPrecision": 0.8053,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1053,
|
|
"falseNegative": 85,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 5,
|
|
"recall": 0.0556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 5,
|
|
"wilsonPrecisionLower95": 0.5655
|
|
},
|
|
"complaint": {
|
|
"f1": 0.3964,
|
|
"falseNegative": 271,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 89,
|
|
"recall": 0.2472,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9586
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6212,
|
|
"falseNegative": 89,
|
|
"falsePositive": 22,
|
|
"precision": 0.8053,
|
|
"predictedPositive": 113,
|
|
"recall": 0.5056,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 91,
|
|
"wilsonPrecisionLower95": 0.7228
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2651,
|
|
"falseNegative": 305,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 55,
|
|
"recall": 0.1528,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 55,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"invitation": {
|
|
"f1": 0.341,
|
|
"falseNegative": 143,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 37,
|
|
"recall": 0.2056,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 37,
|
|
"wilsonPrecisionLower95": 0.9059
|
|
},
|
|
"question": {
|
|
"f1": 0.427,
|
|
"falseNegative": 459,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 171,
|
|
"recall": 0.2714,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 171,
|
|
"wilsonPrecisionLower95": 0.978
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7888,
|
|
"falseNegative": 624,
|
|
"falsePositive": 54,
|
|
"precision": 0.9591,
|
|
"predictedPositive": 1320,
|
|
"recall": 0.6698,
|
|
"total": 2970,
|
|
"trueNegative": 1026,
|
|
"truePositive": 1266,
|
|
"wilsonPrecisionLower95": 0.947
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8,
|
|
"falseNegative": 30,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 60,
|
|
"recall": 0.6667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 60,
|
|
"wilsonPrecisionLower95": 0.9398
|
|
},
|
|
"task": {
|
|
"f1": 0.3946,
|
|
"falseNegative": 543,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 177,
|
|
"recall": 0.2458,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 177,
|
|
"wilsonPrecisionLower95": 0.9788
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9917,
|
|
"falseNegative": 0,
|
|
"falsePositive": 3,
|
|
"precision": 0.9836,
|
|
"predictedPositive": 183,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9529
|
|
},
|
|
"threshold": 0.885
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8974,
|
|
"falseNegative": 27,
|
|
"falsePositive": 8,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 161,
|
|
"recall": 0.85,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 153,
|
|
"wilsonPrecisionLower95": 0.905
|
|
},
|
|
"threshold": 0.9
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9515,
|
|
"falseNegative": 17,
|
|
"falsePositive": 18,
|
|
"precision": 0.9501,
|
|
"predictedPositive": 361,
|
|
"recall": 0.9528,
|
|
"total": 2970,
|
|
"trueNegative": 2592,
|
|
"truePositive": 343,
|
|
"wilsonPrecisionLower95": 0.9226
|
|
},
|
|
"threshold": 0.77
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9944,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 89,
|
|
"recall": 0.9889,
|
|
"total": 1485,
|
|
"trueNegative": 1395,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9586
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.4959,
|
|
"falseNegative": 60,
|
|
"falsePositive": 1,
|
|
"precision": 0.9677,
|
|
"predictedPositive": 31,
|
|
"recall": 0.3333,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 30,
|
|
"wilsonPrecisionLower95": 0.8381
|
|
},
|
|
"threshold": 0.985
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8217,
|
|
"falseNegative": 51,
|
|
"falsePositive": 5,
|
|
"precision": 0.9627,
|
|
"predictedPositive": 134,
|
|
"recall": 0.7167,
|
|
"total": 2970,
|
|
"trueNegative": 2785,
|
|
"truePositive": 129,
|
|
"wilsonPrecisionLower95": 0.9156
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.5647,
|
|
"falseNegative": 108,
|
|
"falsePositive": 3,
|
|
"precision": 0.96,
|
|
"predictedPositive": 75,
|
|
"recall": 0.4,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 72,
|
|
"wilsonPrecisionLower95": 0.8889
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6542,
|
|
"falseNegative": 158,
|
|
"falsePositive": 8,
|
|
"precision": 0.9515,
|
|
"predictedPositive": 165,
|
|
"recall": 0.4984,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 157,
|
|
"wilsonPrecisionLower95": 0.9073
|
|
},
|
|
"threshold": 0.805
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.5711,
|
|
"falseNegative": 373,
|
|
"falsePositive": 13,
|
|
"precision": 0.9519,
|
|
"predictedPositive": 270,
|
|
"recall": 0.4079,
|
|
"total": 2970,
|
|
"trueNegative": 2327,
|
|
"truePositive": 257,
|
|
"wilsonPrecisionLower95": 0.9194
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8956,
|
|
"falseNegative": 147,
|
|
"falsePositive": 39,
|
|
"precision": 0.9534,
|
|
"predictedPositive": 837,
|
|
"recall": 0.8444,
|
|
"total": 1485,
|
|
"trueNegative": 501,
|
|
"truePositive": 798,
|
|
"wilsonPrecisionLower95": 0.9369
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6735,
|
|
"falseNegative": 453,
|
|
"falsePositive": 24,
|
|
"precision": 0.9535,
|
|
"predictedPositive": 516,
|
|
"recall": 0.5206,
|
|
"total": 1485,
|
|
"trueNegative": 516,
|
|
"truePositive": 492,
|
|
"wilsonPrecisionLower95": 0.9317
|
|
},
|
|
"threshold": 0.985
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7866,
|
|
"falseNegative": 626,
|
|
"falsePositive": 60,
|
|
"precision": 0.9547,
|
|
"predictedPositive": 1324,
|
|
"recall": 0.6688,
|
|
"total": 2970,
|
|
"trueNegative": 1020,
|
|
"truePositive": 1264,
|
|
"wilsonPrecisionLower95": 0.9421
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9888,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 44,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.9197
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8052,
|
|
"falseNegative": 14,
|
|
"falsePositive": 1,
|
|
"precision": 0.9688,
|
|
"predictedPositive": 32,
|
|
"recall": 0.6889,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8426
|
|
},
|
|
"threshold": 0.94
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9364,
|
|
"falseNegative": 9,
|
|
"falsePositive": 2,
|
|
"precision": 0.9759,
|
|
"predictedPositive": 83,
|
|
"recall": 0.9,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9163
|
|
},
|
|
"threshold": 0.715
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8475,
|
|
"falseNegative": 85,
|
|
"falsePositive": 14,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 289,
|
|
"recall": 0.7639,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 275,
|
|
"wilsonPrecisionLower95": 0.9203
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.501,
|
|
"falseNegative": 238,
|
|
"falsePositive": 5,
|
|
"precision": 0.9606,
|
|
"predictedPositive": 127,
|
|
"recall": 0.3389,
|
|
"total": 1485,
|
|
"trueNegative": 1120,
|
|
"truePositive": 122,
|
|
"wilsonPrecisionLower95": 0.9111
|
|
},
|
|
"threshold": 0.985
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6989,
|
|
"falseNegative": 323,
|
|
"falsePositive": 19,
|
|
"precision": 0.9543,
|
|
"predictedPositive": 416,
|
|
"recall": 0.5514,
|
|
"total": 2970,
|
|
"trueNegative": 2231,
|
|
"truePositive": 397,
|
|
"wilsonPrecisionLower95": 0.9298
|
|
},
|
|
"threshold": 0.985
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.445,
|
|
"macroPrecision": 0.9912,
|
|
"macroRecall": 0.307,
|
|
"minimumPrecision": 0.9534,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2857,
|
|
"falseNegative": 75,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 15,
|
|
"recall": 0.1667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 15,
|
|
"wilsonPrecisionLower95": 0.7961
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5355,
|
|
"falseNegative": 228,
|
|
"falsePositive": 1,
|
|
"precision": 0.9925,
|
|
"predictedPositive": 133,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9586
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5827,
|
|
"falseNegative": 106,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 74,
|
|
"recall": 0.4111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 74,
|
|
"wilsonPrecisionLower95": 0.9507
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2045,
|
|
"falseNegative": 319,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 41,
|
|
"recall": 0.1139,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.9143
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2266,
|
|
"falseNegative": 157,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 23,
|
|
"recall": 0.1278,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 23,
|
|
"wilsonPrecisionLower95": 0.8569
|
|
},
|
|
"question": {
|
|
"f1": 0.42,
|
|
"falseNegative": 462,
|
|
"falsePositive": 2,
|
|
"precision": 0.9882,
|
|
"predictedPositive": 170,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2338,
|
|
"truePositive": 168,
|
|
"wilsonPrecisionLower95": 0.9581
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7956,
|
|
"falseNegative": 600,
|
|
"falsePositive": 63,
|
|
"precision": 0.9534,
|
|
"predictedPositive": 1353,
|
|
"recall": 0.6825,
|
|
"total": 2970,
|
|
"trueNegative": 1017,
|
|
"truePositive": 1290,
|
|
"wilsonPrecisionLower95": 0.9409
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.4874,
|
|
"falseNegative": 61,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 29,
|
|
"recall": 0.3222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 29,
|
|
"wilsonPrecisionLower95": 0.883
|
|
},
|
|
"task": {
|
|
"f1": 0.4666,
|
|
"falseNegative": 500,
|
|
"falsePositive": 3,
|
|
"precision": 0.9865,
|
|
"predictedPositive": 223,
|
|
"recall": 0.3056,
|
|
"total": 2970,
|
|
"trueNegative": 2247,
|
|
"truePositive": 220,
|
|
"wilsonPrecisionLower95": 0.9612
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 3e-06,
|
|
"augmentation": "prefix",
|
|
"char_max": 7,
|
|
"char_min": 2,
|
|
"external_weight": 0.81,
|
|
"hard_example_weight": 2.0,
|
|
"l1_ratio": 0.15,
|
|
"max_char_features": 80000,
|
|
"max_word_features": 38000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.345,
|
|
"round": 13,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 99458,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 18
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 12,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 13,
|
|
"selectionObjective": 0.6381,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 6,
|
|
"macroF1": 0.4906,
|
|
"macroPrecision": 0.9736,
|
|
"macroRecall": 0.3748,
|
|
"minimumPrecision": 0.8182,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1443,
|
|
"falseNegative": 83,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 7,
|
|
"recall": 0.0778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 7,
|
|
"wilsonPrecisionLower95": 0.6457
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4279,
|
|
"falseNegative": 262,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 98,
|
|
"recall": 0.2722,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 98,
|
|
"wilsonPrecisionLower95": 0.9623
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6207,
|
|
"falseNegative": 90,
|
|
"falsePositive": 20,
|
|
"precision": 0.8182,
|
|
"predictedPositive": 110,
|
|
"recall": 0.5,
|
|
"total": 2970,
|
|
"trueNegative": 2770,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.7358
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1201,
|
|
"falseNegative": 337,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 23,
|
|
"recall": 0.0639,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 23,
|
|
"wilsonPrecisionLower95": 0.8569
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3486,
|
|
"falseNegative": 142,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 38,
|
|
"recall": 0.2111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 38,
|
|
"wilsonPrecisionLower95": 0.9082
|
|
},
|
|
"question": {
|
|
"f1": 0.5124,
|
|
"falseNegative": 413,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 217,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 217,
|
|
"wilsonPrecisionLower95": 0.9826
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9179,
|
|
"falseNegative": 202,
|
|
"falsePositive": 100,
|
|
"precision": 0.9441,
|
|
"predictedPositive": 1788,
|
|
"recall": 0.8931,
|
|
"total": 2970,
|
|
"trueNegative": 980,
|
|
"truePositive": 1688,
|
|
"wilsonPrecisionLower95": 0.9324
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7755,
|
|
"falseNegative": 33,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 57,
|
|
"recall": 0.6333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 57,
|
|
"wilsonPrecisionLower95": 0.9369
|
|
},
|
|
"task": {
|
|
"f1": 0.5484,
|
|
"falseNegative": 448,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 272,
|
|
"recall": 0.3778,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 272,
|
|
"wilsonPrecisionLower95": 0.9861
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9727,
|
|
"falseNegative": 2,
|
|
"falsePositive": 8,
|
|
"precision": 0.957,
|
|
"predictedPositive": 186,
|
|
"recall": 0.9889,
|
|
"total": 1485,
|
|
"trueNegative": 1297,
|
|
"truePositive": 178,
|
|
"wilsonPrecisionLower95": 0.9174
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.95,
|
|
"falseNegative": 9,
|
|
"falsePositive": 9,
|
|
"precision": 0.95,
|
|
"predictedPositive": 180,
|
|
"recall": 0.95,
|
|
"total": 1485,
|
|
"trueNegative": 1296,
|
|
"truePositive": 171,
|
|
"wilsonPrecisionLower95": 0.9077
|
|
},
|
|
"threshold": 0.905
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9529,
|
|
"falseNegative": 16,
|
|
"falsePositive": 18,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 362,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2592,
|
|
"truePositive": 344,
|
|
"wilsonPrecisionLower95": 0.9228
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.828,
|
|
"falseNegative": 25,
|
|
"falsePositive": 2,
|
|
"precision": 0.9701,
|
|
"predictedPositive": 67,
|
|
"recall": 0.7222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.8975
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6763,
|
|
"falseNegative": 43,
|
|
"falsePositive": 2,
|
|
"precision": 0.9592,
|
|
"predictedPositive": 49,
|
|
"recall": 0.5222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 47,
|
|
"wilsonPrecisionLower95": 0.8629
|
|
},
|
|
"threshold": 0.93
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7855,
|
|
"falseNegative": 61,
|
|
"falsePositive": 4,
|
|
"precision": 0.9675,
|
|
"predictedPositive": 123,
|
|
"recall": 0.6611,
|
|
"total": 2970,
|
|
"trueNegative": 2786,
|
|
"truePositive": 119,
|
|
"wilsonPrecisionLower95": 0.9194
|
|
},
|
|
"threshold": 0.82
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7452,
|
|
"falseNegative": 122,
|
|
"falsePositive": 10,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 203,
|
|
"recall": 0.6127,
|
|
"total": 1485,
|
|
"trueNegative": 1160,
|
|
"truePositive": 193,
|
|
"wilsonPrecisionLower95": 0.9117
|
|
},
|
|
"threshold": 0.915
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9441,
|
|
"falseNegative": 59,
|
|
"falsePositive": 46,
|
|
"precision": 0.9506,
|
|
"predictedPositive": 932,
|
|
"recall": 0.9376,
|
|
"total": 1485,
|
|
"trueNegative": 494,
|
|
"truePositive": 886,
|
|
"wilsonPrecisionLower95": 0.9348
|
|
},
|
|
"threshold": 0.935
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9067,
|
|
"falseNegative": 129,
|
|
"falsePositive": 39,
|
|
"precision": 0.9544,
|
|
"predictedPositive": 855,
|
|
"recall": 0.8635,
|
|
"total": 1485,
|
|
"trueNegative": 501,
|
|
"truePositive": 816,
|
|
"wilsonPrecisionLower95": 0.9383
|
|
},
|
|
"threshold": 0.905
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9267,
|
|
"falseNegative": 182,
|
|
"falsePositive": 88,
|
|
"precision": 0.951,
|
|
"predictedPositive": 1796,
|
|
"recall": 0.9037,
|
|
"total": 2970,
|
|
"trueNegative": 992,
|
|
"truePositive": 1708,
|
|
"wilsonPrecisionLower95": 0.94
|
|
},
|
|
"threshold": 0.905
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9888,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 44,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.9197
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9655,
|
|
"falseNegative": 3,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 42,
|
|
"recall": 0.9333,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.9162
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9773,
|
|
"falseNegative": 4,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 86,
|
|
"recall": 0.9556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 86,
|
|
"wilsonPrecisionLower95": 0.9572
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7876,
|
|
"falseNegative": 119,
|
|
"falsePositive": 11,
|
|
"precision": 0.9563,
|
|
"predictedPositive": 252,
|
|
"recall": 0.6694,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 241,
|
|
"wilsonPrecisionLower95": 0.9235
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8416,
|
|
"falseNegative": 89,
|
|
"falsePositive": 13,
|
|
"precision": 0.9542,
|
|
"predictedPositive": 284,
|
|
"recall": 0.7528,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 271,
|
|
"wilsonPrecisionLower95": 0.9233
|
|
},
|
|
"threshold": 0.895
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.6962,
|
|
"falseNegative": 327,
|
|
"falsePositive": 16,
|
|
"precision": 0.9609,
|
|
"predictedPositive": 409,
|
|
"recall": 0.5458,
|
|
"total": 2970,
|
|
"trueNegative": 2234,
|
|
"truePositive": 393,
|
|
"wilsonPrecisionLower95": 0.9374
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"trainingRecords": 15346,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.4673,
|
|
"macroPrecision": 0.991,
|
|
"macroRecall": 0.3426,
|
|
"minimumPrecision": 0.9524,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2178,
|
|
"falseNegative": 79,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 11,
|
|
"recall": 0.1222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 11,
|
|
"wilsonPrecisionLower95": 0.7412
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5531,
|
|
"falseNegative": 222,
|
|
"falsePositive": 1,
|
|
"precision": 0.9928,
|
|
"predictedPositive": 139,
|
|
"recall": 0.3833,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 138,
|
|
"wilsonPrecisionLower95": 0.9604
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5657,
|
|
"falseNegative": 109,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 71,
|
|
"recall": 0.3944,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 71,
|
|
"wilsonPrecisionLower95": 0.9487
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1538,
|
|
"falseNegative": 330,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 30,
|
|
"recall": 0.0833,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 30,
|
|
"wilsonPrecisionLower95": 0.8865
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2,
|
|
"falseNegative": 160,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"question": {
|
|
"f1": 0.4934,
|
|
"falseNegative": 423,
|
|
"falsePositive": 2,
|
|
"precision": 0.9904,
|
|
"predictedPositive": 209,
|
|
"recall": 0.3286,
|
|
"total": 2970,
|
|
"trueNegative": 2338,
|
|
"truePositive": 207,
|
|
"wilsonPrecisionLower95": 0.9658
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9258,
|
|
"falseNegative": 188,
|
|
"falsePositive": 85,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 1787,
|
|
"recall": 0.9005,
|
|
"total": 2970,
|
|
"trueNegative": 995,
|
|
"truePositive": 1702,
|
|
"wilsonPrecisionLower95": 0.9416
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5124,
|
|
"falseNegative": 59,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 31,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8897
|
|
},
|
|
"task": {
|
|
"f1": 0.584,
|
|
"falseNegative": 421,
|
|
"falsePositive": 5,
|
|
"precision": 0.9836,
|
|
"predictedPositive": 304,
|
|
"recall": 0.4153,
|
|
"total": 2970,
|
|
"trueNegative": 2245,
|
|
"truePositive": 299,
|
|
"wilsonPrecisionLower95": 0.9621
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 2.5e-06,
|
|
"augmentation": "prefix",
|
|
"char_max": 7,
|
|
"char_min": 3,
|
|
"external_weight": 0.8300000000000001,
|
|
"hard_example_weight": 2.2,
|
|
"l1_ratio": 0.2,
|
|
"max_char_features": 80000,
|
|
"max_word_features": 40000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.36,
|
|
"round": 14,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 120000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 8
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 26
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 34,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 3
|
|
}
|
|
},
|
|
"round": 14,
|
|
"selectionObjective": 0.6118,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 6,
|
|
"macroF1": 0.4596,
|
|
"macroPrecision": 0.9735,
|
|
"macroRecall": 0.3465,
|
|
"minimumPrecision": 0.8258,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1443,
|
|
"falseNegative": 83,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 7,
|
|
"recall": 0.0778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 7,
|
|
"wilsonPrecisionLower95": 0.6457
|
|
},
|
|
"complaint": {
|
|
"f1": 0.2775,
|
|
"falseNegative": 302,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 58,
|
|
"recall": 0.1611,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 58,
|
|
"wilsonPrecisionLower95": 0.9379
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6987,
|
|
"falseNegative": 71,
|
|
"falsePositive": 23,
|
|
"precision": 0.8258,
|
|
"predictedPositive": 132,
|
|
"recall": 0.6056,
|
|
"total": 2970,
|
|
"trueNegative": 2767,
|
|
"truePositive": 109,
|
|
"wilsonPrecisionLower95": 0.7521
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.3991,
|
|
"falseNegative": 270,
|
|
"falsePositive": 1,
|
|
"precision": 0.989,
|
|
"predictedPositive": 91,
|
|
"recall": 0.25,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.9404
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3178,
|
|
"falseNegative": 146,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 34,
|
|
"recall": 0.1889,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 34,
|
|
"wilsonPrecisionLower95": 0.8985
|
|
},
|
|
"question": {
|
|
"f1": 0.7537,
|
|
"falseNegative": 249,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 381,
|
|
"recall": 0.6048,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 381,
|
|
"wilsonPrecisionLower95": 0.99
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.6113,
|
|
"falseNegative": 1037,
|
|
"falsePositive": 48,
|
|
"precision": 0.9467,
|
|
"predictedPositive": 901,
|
|
"recall": 0.4513,
|
|
"total": 2970,
|
|
"trueNegative": 1032,
|
|
"truePositive": 853,
|
|
"wilsonPrecisionLower95": 0.9301
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8462,
|
|
"falseNegative": 24,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 66,
|
|
"recall": 0.7333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.945
|
|
},
|
|
"task": {
|
|
"f1": 0.0876,
|
|
"falseNegative": 687,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 33,
|
|
"recall": 0.0458,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 33,
|
|
"wilsonPrecisionLower95": 0.8957
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9809,
|
|
"falseNegative": 0,
|
|
"falsePositive": 7,
|
|
"precision": 0.9626,
|
|
"predictedPositive": 187,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9248
|
|
},
|
|
"threshold": 0.99
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8625,
|
|
"falseNegative": 21,
|
|
"falsePositive": 1,
|
|
"precision": 0.9857,
|
|
"predictedPositive": 70,
|
|
"recall": 0.7667,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 69,
|
|
"wilsonPrecisionLower95": 0.9234
|
|
},
|
|
"threshold": 0.905
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.828,
|
|
"falseNegative": 25,
|
|
"falsePositive": 2,
|
|
"precision": 0.9701,
|
|
"predictedPositive": 67,
|
|
"recall": 0.7222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.8975
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8328,
|
|
"falseNegative": 48,
|
|
"falsePositive": 5,
|
|
"precision": 0.9635,
|
|
"predictedPositive": 137,
|
|
"recall": 0.7333,
|
|
"total": 2970,
|
|
"trueNegative": 2785,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9174
|
|
},
|
|
"threshold": 0.685
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8788,
|
|
"falseNegative": 35,
|
|
"falsePositive": 5,
|
|
"precision": 0.9667,
|
|
"predictedPositive": 150,
|
|
"recall": 0.8056,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 145,
|
|
"wilsonPrecisionLower95": 0.9243
|
|
},
|
|
"threshold": 0.845
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6113,
|
|
"falseNegative": 99,
|
|
"falsePositive": 4,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 85,
|
|
"recall": 0.45,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.8852
|
|
},
|
|
"threshold": 0.97
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7682,
|
|
"falseNegative": 128,
|
|
"falsePositive": 12,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 244,
|
|
"recall": 0.6444,
|
|
"total": 2970,
|
|
"trueNegative": 2598,
|
|
"truePositive": 232,
|
|
"wilsonPrecisionLower95": 0.916
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.847,
|
|
"falseNegative": 77,
|
|
"falsePositive": 9,
|
|
"precision": 0.9636,
|
|
"predictedPositive": 247,
|
|
"recall": 0.7556,
|
|
"total": 1485,
|
|
"trueNegative": 1161,
|
|
"truePositive": 238,
|
|
"wilsonPrecisionLower95": 0.9322
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7168,
|
|
"falseNegative": 134,
|
|
"falsePositive": 9,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 190,
|
|
"recall": 0.5746,
|
|
"total": 1485,
|
|
"trueNegative": 1161,
|
|
"truePositive": 181,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"threshold": 0.865
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7524,
|
|
"falseNegative": 238,
|
|
"falsePositive": 20,
|
|
"precision": 0.9515,
|
|
"predictedPositive": 412,
|
|
"recall": 0.6222,
|
|
"total": 2970,
|
|
"trueNegative": 2320,
|
|
"truePositive": 392,
|
|
"wilsonPrecisionLower95": 0.9262
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9349,
|
|
"falseNegative": 76,
|
|
"falsePositive": 45,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 914,
|
|
"recall": 0.9196,
|
|
"total": 1485,
|
|
"trueNegative": 495,
|
|
"truePositive": 869,
|
|
"wilsonPrecisionLower95": 0.9348
|
|
},
|
|
"threshold": 0.955
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.967,
|
|
"falseNegative": 1,
|
|
"falsePositive": 2,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 46,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.8547
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9727,
|
|
"falseNegative": 1,
|
|
"falsePositive": 4,
|
|
"precision": 0.957,
|
|
"predictedPositive": 93,
|
|
"recall": 0.9889,
|
|
"total": 2970,
|
|
"trueNegative": 2876,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.8946
|
|
},
|
|
"threshold": 0.64
|
|
},
|
|
"task": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.4308,
|
|
"macroPrecision": 0.9856,
|
|
"macroRecall": 0.2986,
|
|
"minimumPrecision": 0.9516,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3019,
|
|
"falseNegative": 74,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 16,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 16,
|
|
"wilsonPrecisionLower95": 0.8064
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4,
|
|
"falseNegative": 270,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 90,
|
|
"recall": 0.25,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 90,
|
|
"wilsonPrecisionLower95": 0.9591
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5859,
|
|
"falseNegative": 105,
|
|
"falsePositive": 1,
|
|
"precision": 0.9868,
|
|
"predictedPositive": 76,
|
|
"recall": 0.4167,
|
|
"total": 2970,
|
|
"trueNegative": 2789,
|
|
"truePositive": 75,
|
|
"wilsonPrecisionLower95": 0.9292
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.3012,
|
|
"falseNegative": 296,
|
|
"falsePositive": 1,
|
|
"precision": 0.9846,
|
|
"predictedPositive": 65,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 64,
|
|
"wilsonPrecisionLower95": 0.9179
|
|
},
|
|
"invitation": {
|
|
"f1": 0.1726,
|
|
"falseNegative": 163,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 17,
|
|
"recall": 0.0944,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 17,
|
|
"wilsonPrecisionLower95": 0.8157
|
|
},
|
|
"question": {
|
|
"f1": 0.7782,
|
|
"falseNegative": 223,
|
|
"falsePositive": 9,
|
|
"precision": 0.9784,
|
|
"predictedPositive": 416,
|
|
"recall": 0.646,
|
|
"total": 2970,
|
|
"trueNegative": 2331,
|
|
"truePositive": 407,
|
|
"wilsonPrecisionLower95": 0.9594
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.6272,
|
|
"falseNegative": 1006,
|
|
"falsePositive": 45,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 929,
|
|
"recall": 0.4677,
|
|
"total": 2970,
|
|
"trueNegative": 1035,
|
|
"truePositive": 884,
|
|
"wilsonPrecisionLower95": 0.9358
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5082,
|
|
"falseNegative": 59,
|
|
"falsePositive": 1,
|
|
"precision": 0.9688,
|
|
"predictedPositive": 32,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2879,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8426
|
|
},
|
|
"task": {
|
|
"f1": 0.2022,
|
|
"falseNegative": 639,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 81,
|
|
"recall": 0.1125,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9547
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 3.5e-06,
|
|
"augmentation": "prefix",
|
|
"char_max": 6,
|
|
"char_min": 2,
|
|
"external_weight": 0.8500000000000001,
|
|
"hard_example_weight": 2.2,
|
|
"l1_ratio": 0.2,
|
|
"max_char_features": 85000,
|
|
"max_word_features": 42000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.375,
|
|
"round": 15,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 127000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 8
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 30
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 39,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 15,
|
|
"selectionObjective": 0.6461,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.4969,
|
|
"macroPrecision": 0.9744,
|
|
"macroRecall": 0.3753,
|
|
"minimumPrecision": 0.8151,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2,
|
|
"falseNegative": 80,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 10,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 10,
|
|
"wilsonPrecisionLower95": 0.7225
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4211,
|
|
"falseNegative": 264,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 96,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 96,
|
|
"wilsonPrecisionLower95": 0.9615
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6488,
|
|
"falseNegative": 83,
|
|
"falsePositive": 22,
|
|
"precision": 0.8151,
|
|
"predictedPositive": 119,
|
|
"recall": 0.5389,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 97,
|
|
"wilsonPrecisionLower95": 0.7359
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2651,
|
|
"falseNegative": 305,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 55,
|
|
"recall": 0.1528,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 55,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2,
|
|
"falseNegative": 160,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"question": {
|
|
"f1": 0.5366,
|
|
"falseNegative": 399,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 231,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 231,
|
|
"wilsonPrecisionLower95": 0.9836
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.862,
|
|
"falseNegative": 410,
|
|
"falsePositive": 64,
|
|
"precision": 0.9585,
|
|
"predictedPositive": 1544,
|
|
"recall": 0.7831,
|
|
"total": 2970,
|
|
"trueNegative": 1016,
|
|
"truePositive": 1480,
|
|
"wilsonPrecisionLower95": 0.9474
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8235,
|
|
"falseNegative": 27,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 63,
|
|
"recall": 0.7,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 63,
|
|
"wilsonPrecisionLower95": 0.9425
|
|
},
|
|
"task": {
|
|
"f1": 0.5149,
|
|
"falseNegative": 470,
|
|
"falsePositive": 1,
|
|
"precision": 0.996,
|
|
"predictedPositive": 251,
|
|
"recall": 0.3472,
|
|
"total": 2970,
|
|
"trueNegative": 2249,
|
|
"truePositive": 250,
|
|
"wilsonPrecisionLower95": 0.9778
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9836,
|
|
"falseNegative": 0,
|
|
"falsePositive": 6,
|
|
"precision": 0.9677,
|
|
"predictedPositive": 186,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9314
|
|
},
|
|
"threshold": 0.945
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.928,
|
|
"falseNegative": 19,
|
|
"falsePositive": 6,
|
|
"precision": 0.9641,
|
|
"predictedPositive": 167,
|
|
"recall": 0.8944,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 161,
|
|
"wilsonPrecisionLower95": 0.9238
|
|
},
|
|
"threshold": 0.77
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9365,
|
|
"falseNegative": 28,
|
|
"falsePositive": 17,
|
|
"precision": 0.9513,
|
|
"predictedPositive": 349,
|
|
"recall": 0.9222,
|
|
"total": 2970,
|
|
"trueNegative": 2593,
|
|
"truePositive": 332,
|
|
"wilsonPrecisionLower95": 0.9234
|
|
},
|
|
"threshold": 0.88
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.954,
|
|
"falseNegative": 7,
|
|
"falsePositive": 1,
|
|
"precision": 0.9881,
|
|
"predictedPositive": 84,
|
|
"recall": 0.9222,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 83,
|
|
"wilsonPrecisionLower95": 0.9356
|
|
},
|
|
"threshold": 0.85
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6906,
|
|
"falseNegative": 42,
|
|
"falsePositive": 1,
|
|
"precision": 0.9796,
|
|
"predictedPositive": 49,
|
|
"recall": 0.5333,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 48,
|
|
"wilsonPrecisionLower95": 0.8931
|
|
},
|
|
"threshold": 0.985
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8598,
|
|
"falseNegative": 39,
|
|
"falsePositive": 7,
|
|
"precision": 0.9527,
|
|
"predictedPositive": 148,
|
|
"recall": 0.7833,
|
|
"total": 2970,
|
|
"trueNegative": 2783,
|
|
"truePositive": 141,
|
|
"wilsonPrecisionLower95": 0.9056
|
|
},
|
|
"threshold": 0.935
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8328,
|
|
"falseNegative": 48,
|
|
"falsePositive": 5,
|
|
"precision": 0.9635,
|
|
"predictedPositive": 137,
|
|
"recall": 0.7333,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 132,
|
|
"wilsonPrecisionLower95": 0.9174
|
|
},
|
|
"threshold": 0.99
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9133,
|
|
"falseNegative": 11,
|
|
"falsePositive": 4,
|
|
"precision": 0.9518,
|
|
"predictedPositive": 83,
|
|
"recall": 0.8778,
|
|
"total": 1485,
|
|
"trueNegative": 1391,
|
|
"truePositive": 79,
|
|
"wilsonPrecisionLower95": 0.8825
|
|
},
|
|
"threshold": 0.97
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7548,
|
|
"falseNegative": 118,
|
|
"falsePositive": 10,
|
|
"precision": 0.9517,
|
|
"predictedPositive": 207,
|
|
"recall": 0.6254,
|
|
"total": 1485,
|
|
"trueNegative": 1160,
|
|
"truePositive": 197,
|
|
"wilsonPrecisionLower95": 0.9134
|
|
},
|
|
"threshold": 0.8
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7678,
|
|
"falseNegative": 225,
|
|
"falsePositive": 20,
|
|
"precision": 0.9529,
|
|
"predictedPositive": 425,
|
|
"recall": 0.6429,
|
|
"total": 2970,
|
|
"trueNegative": 2320,
|
|
"truePositive": 405,
|
|
"wilsonPrecisionLower95": 0.9284
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.907,
|
|
"falseNegative": 126,
|
|
"falsePositive": 42,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 861,
|
|
"recall": 0.8667,
|
|
"total": 1485,
|
|
"trueNegative": 498,
|
|
"truePositive": 819,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8252,
|
|
"falseNegative": 258,
|
|
"falsePositive": 33,
|
|
"precision": 0.9542,
|
|
"predictedPositive": 720,
|
|
"recall": 0.727,
|
|
"total": 1485,
|
|
"trueNegative": 507,
|
|
"truePositive": 687,
|
|
"wilsonPrecisionLower95": 0.9363
|
|
},
|
|
"threshold": 0.96
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8678,
|
|
"falseNegative": 384,
|
|
"falsePositive": 75,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 1581,
|
|
"recall": 0.7968,
|
|
"total": 2970,
|
|
"trueNegative": 1005,
|
|
"truePositive": 1506,
|
|
"wilsonPrecisionLower95": 0.9409
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9157,
|
|
"falseNegative": 7,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 38,
|
|
"recall": 0.8444,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 38,
|
|
"wilsonPrecisionLower95": 0.9082
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9556,
|
|
"falseNegative": 2,
|
|
"falsePositive": 2,
|
|
"precision": 0.9556,
|
|
"predictedPositive": 45,
|
|
"recall": 0.9556,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 43,
|
|
"wilsonPrecisionLower95": 0.8517
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9364,
|
|
"falseNegative": 9,
|
|
"falsePositive": 2,
|
|
"precision": 0.9759,
|
|
"predictedPositive": 83,
|
|
"recall": 0.9,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9163
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8593,
|
|
"falseNegative": 79,
|
|
"falsePositive": 13,
|
|
"precision": 0.9558,
|
|
"predictedPositive": 294,
|
|
"recall": 0.7806,
|
|
"total": 1485,
|
|
"trueNegative": 1112,
|
|
"truePositive": 281,
|
|
"wilsonPrecisionLower95": 0.9258
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8166,
|
|
"falseNegative": 104,
|
|
"falsePositive": 11,
|
|
"precision": 0.9588,
|
|
"predictedPositive": 267,
|
|
"recall": 0.7111,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 256,
|
|
"wilsonPrecisionLower95": 0.9277
|
|
},
|
|
"threshold": 0.96
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8434,
|
|
"falseNegative": 176,
|
|
"falsePositive": 26,
|
|
"precision": 0.9544,
|
|
"predictedPositive": 570,
|
|
"recall": 0.7556,
|
|
"total": 2970,
|
|
"trueNegative": 2224,
|
|
"truePositive": 544,
|
|
"wilsonPrecisionLower95": 0.934
|
|
},
|
|
"threshold": 0.965
|
|
}
|
|
},
|
|
"trainingRecords": 15345,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4919,
|
|
"macroPrecision": 0.9716,
|
|
"macroRecall": 0.3554,
|
|
"minimumPrecision": 0.9024,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3333,
|
|
"falseNegative": 72,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 18,
|
|
"recall": 0.2,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 18,
|
|
"wilsonPrecisionLower95": 0.8241
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5455,
|
|
"falseNegative": 225,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 135,
|
|
"recall": 0.375,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 135,
|
|
"wilsonPrecisionLower95": 0.9723
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6493,
|
|
"falseNegative": 93,
|
|
"falsePositive": 1,
|
|
"precision": 0.9886,
|
|
"predictedPositive": 88,
|
|
"recall": 0.4833,
|
|
"total": 2970,
|
|
"trueNegative": 2789,
|
|
"truePositive": 87,
|
|
"wilsonPrecisionLower95": 0.9384
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1845,
|
|
"falseNegative": 323,
|
|
"falsePositive": 4,
|
|
"precision": 0.9024,
|
|
"predictedPositive": 41,
|
|
"recall": 0.1028,
|
|
"total": 2970,
|
|
"trueNegative": 2606,
|
|
"truePositive": 37,
|
|
"wilsonPrecisionLower95": 0.7745
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2775,
|
|
"falseNegative": 151,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 29,
|
|
"recall": 0.1611,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 29,
|
|
"wilsonPrecisionLower95": 0.883
|
|
},
|
|
"question": {
|
|
"f1": 0.4893,
|
|
"falseNegative": 425,
|
|
"falsePositive": 3,
|
|
"precision": 0.9856,
|
|
"predictedPositive": 208,
|
|
"recall": 0.3254,
|
|
"total": 2970,
|
|
"trueNegative": 2337,
|
|
"truePositive": 205,
|
|
"wilsonPrecisionLower95": 0.9585
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8678,
|
|
"falseNegative": 384,
|
|
"falsePositive": 75,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 1581,
|
|
"recall": 0.7968,
|
|
"total": 2970,
|
|
"trueNegative": 1005,
|
|
"truePositive": 1506,
|
|
"wilsonPrecisionLower95": 0.9409
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.4918,
|
|
"falseNegative": 60,
|
|
"falsePositive": 2,
|
|
"precision": 0.9375,
|
|
"predictedPositive": 32,
|
|
"recall": 0.3333,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 30,
|
|
"wilsonPrecisionLower95": 0.7985
|
|
},
|
|
"task": {
|
|
"f1": 0.5883,
|
|
"falseNegative": 417,
|
|
"falsePositive": 7,
|
|
"precision": 0.9774,
|
|
"predictedPositive": 310,
|
|
"recall": 0.4208,
|
|
"total": 2970,
|
|
"trueNegative": 2243,
|
|
"truePositive": 303,
|
|
"wilsonPrecisionLower95": 0.9541
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 3e-06,
|
|
"augmentation": "numeric",
|
|
"char_max": 7,
|
|
"char_min": 2,
|
|
"external_weight": 0.8700000000000001,
|
|
"hard_example_weight": 2.3,
|
|
"l1_ratio": 0.15,
|
|
"max_char_features": 80000,
|
|
"max_word_features": 38000,
|
|
"min_df": 2,
|
|
"pseudo_weight": 0.39,
|
|
"round": 16,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 100252,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 3
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 11
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 25
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 76,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 16,
|
|
"selectionObjective": 0.6666,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.5355,
|
|
"macroPrecision": 0.9681,
|
|
"macroRecall": 0.4128,
|
|
"minimumPrecision": 0.7609,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.125,
|
|
"falseNegative": 84,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 6,
|
|
"recall": 0.0667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 6,
|
|
"wilsonPrecisionLower95": 0.6097
|
|
},
|
|
"complaint": {
|
|
"f1": 0.3673,
|
|
"falseNegative": 279,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 81,
|
|
"recall": 0.225,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 81,
|
|
"wilsonPrecisionLower95": 0.9547
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5147,
|
|
"falseNegative": 110,
|
|
"falsePositive": 22,
|
|
"precision": 0.7609,
|
|
"predictedPositive": 92,
|
|
"recall": 0.3889,
|
|
"total": 2970,
|
|
"trueNegative": 2768,
|
|
"truePositive": 70,
|
|
"wilsonPrecisionLower95": 0.6644
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.3486,
|
|
"falseNegative": 284,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 76,
|
|
"recall": 0.2111,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 76,
|
|
"wilsonPrecisionLower95": 0.9519
|
|
},
|
|
"invitation": {
|
|
"f1": 0.4211,
|
|
"falseNegative": 132,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 48,
|
|
"recall": 0.2667,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 48,
|
|
"wilsonPrecisionLower95": 0.9259
|
|
},
|
|
"question": {
|
|
"f1": 0.8117,
|
|
"falseNegative": 199,
|
|
"falsePositive": 1,
|
|
"precision": 0.9977,
|
|
"predictedPositive": 432,
|
|
"recall": 0.6841,
|
|
"total": 2970,
|
|
"trueNegative": 2339,
|
|
"truePositive": 431,
|
|
"wilsonPrecisionLower95": 0.987
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8725,
|
|
"falseNegative": 371,
|
|
"falsePositive": 73,
|
|
"precision": 0.9541,
|
|
"predictedPositive": 1592,
|
|
"recall": 0.8037,
|
|
"total": 2970,
|
|
"trueNegative": 1007,
|
|
"truePositive": 1519,
|
|
"wilsonPrecisionLower95": 0.9427
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8312,
|
|
"falseNegative": 26,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 64,
|
|
"recall": 0.7111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 64,
|
|
"wilsonPrecisionLower95": 0.9434
|
|
},
|
|
"task": {
|
|
"f1": 0.5276,
|
|
"falseNegative": 462,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 258,
|
|
"recall": 0.3583,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 258,
|
|
"wilsonPrecisionLower95": 0.9853
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9371,
|
|
"falseNegative": 16,
|
|
"falsePositive": 6,
|
|
"precision": 0.9647,
|
|
"predictedPositive": 170,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1299,
|
|
"truePositive": 164,
|
|
"wilsonPrecisionLower95": 0.9251
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8836,
|
|
"falseNegative": 32,
|
|
"falsePositive": 7,
|
|
"precision": 0.9548,
|
|
"predictedPositive": 155,
|
|
"recall": 0.8222,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 148,
|
|
"wilsonPrecisionLower95": 0.9097
|
|
},
|
|
"threshold": 0.99
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8994,
|
|
"falseNegative": 56,
|
|
"falsePositive": 12,
|
|
"precision": 0.962,
|
|
"predictedPositive": 316,
|
|
"recall": 0.8444,
|
|
"total": 2970,
|
|
"trueNegative": 2598,
|
|
"truePositive": 304,
|
|
"wilsonPrecisionLower95": 0.9348
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8625,
|
|
"falseNegative": 21,
|
|
"falsePositive": 1,
|
|
"precision": 0.9857,
|
|
"predictedPositive": 70,
|
|
"recall": 0.7667,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 69,
|
|
"wilsonPrecisionLower95": 0.9234
|
|
},
|
|
"threshold": 0.915
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7415,
|
|
"falseNegative": 71,
|
|
"falsePositive": 5,
|
|
"precision": 0.9561,
|
|
"predictedPositive": 114,
|
|
"recall": 0.6056,
|
|
"total": 2970,
|
|
"trueNegative": 2785,
|
|
"truePositive": 109,
|
|
"wilsonPrecisionLower95": 0.9014
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8667,
|
|
"falseNegative": 37,
|
|
"falsePositive": 7,
|
|
"precision": 0.9533,
|
|
"predictedPositive": 150,
|
|
"recall": 0.7944,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 143,
|
|
"wilsonPrecisionLower95": 0.9068
|
|
},
|
|
"threshold": 0.96
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6031,
|
|
"falseNegative": 101,
|
|
"falsePositive": 3,
|
|
"precision": 0.9634,
|
|
"predictedPositive": 82,
|
|
"recall": 0.4389,
|
|
"total": 1485,
|
|
"trueNegative": 1302,
|
|
"truePositive": 79,
|
|
"wilsonPrecisionLower95": 0.8979
|
|
},
|
|
"threshold": 0.97
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7492,
|
|
"falseNegative": 139,
|
|
"falsePositive": 9,
|
|
"precision": 0.9609,
|
|
"predictedPositive": 230,
|
|
"recall": 0.6139,
|
|
"total": 2970,
|
|
"trueNegative": 2601,
|
|
"truePositive": 221,
|
|
"wilsonPrecisionLower95": 0.9273
|
|
},
|
|
"threshold": 0.97
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.3604,
|
|
"falseNegative": 70,
|
|
"falsePositive": 1,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 21,
|
|
"recall": 0.2222,
|
|
"total": 1485,
|
|
"trueNegative": 1394,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.7733
|
|
},
|
|
"threshold": 0.965
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8273,
|
|
"falseNegative": 85,
|
|
"falsePositive": 11,
|
|
"precision": 0.9544,
|
|
"predictedPositive": 241,
|
|
"recall": 0.7302,
|
|
"total": 1485,
|
|
"trueNegative": 1159,
|
|
"truePositive": 230,
|
|
"wilsonPrecisionLower95": 0.9201
|
|
},
|
|
"threshold": 0.985
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.797,
|
|
"falseNegative": 99,
|
|
"falsePositive": 11,
|
|
"precision": 0.9515,
|
|
"predictedPositive": 227,
|
|
"recall": 0.6857,
|
|
"total": 1485,
|
|
"trueNegative": 1159,
|
|
"truePositive": 216,
|
|
"wilsonPrecisionLower95": 0.9153
|
|
},
|
|
"threshold": 0.835
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8051,
|
|
"falseNegative": 190,
|
|
"falsePositive": 23,
|
|
"precision": 0.9503,
|
|
"predictedPositive": 463,
|
|
"recall": 0.6984,
|
|
"total": 2970,
|
|
"trueNegative": 2317,
|
|
"truePositive": 440,
|
|
"wilsonPrecisionLower95": 0.9266
|
|
},
|
|
"threshold": 0.94
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9343,
|
|
"falseNegative": 77,
|
|
"falsePositive": 45,
|
|
"precision": 0.9507,
|
|
"predictedPositive": 913,
|
|
"recall": 0.9185,
|
|
"total": 1485,
|
|
"trueNegative": 495,
|
|
"truePositive": 868,
|
|
"wilsonPrecisionLower95": 0.9347
|
|
},
|
|
"threshold": 0.91
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8207,
|
|
"falseNegative": 263,
|
|
"falsePositive": 35,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 717,
|
|
"recall": 0.7217,
|
|
"total": 1485,
|
|
"trueNegative": 505,
|
|
"truePositive": 682,
|
|
"wilsonPrecisionLower95": 0.9329
|
|
},
|
|
"threshold": 0.98
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8572,
|
|
"falseNegative": 419,
|
|
"falsePositive": 71,
|
|
"precision": 0.954,
|
|
"predictedPositive": 1542,
|
|
"recall": 0.7783,
|
|
"total": 2970,
|
|
"trueNegative": 1009,
|
|
"truePositive": 1471,
|
|
"wilsonPrecisionLower95": 0.9423
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9888,
|
|
"falseNegative": 1,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 44,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.9197
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.989,
|
|
"falseNegative": 0,
|
|
"falsePositive": 1,
|
|
"precision": 0.9783,
|
|
"predictedPositive": 46,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.8866
|
|
},
|
|
"threshold": 0.955
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9778,
|
|
"falseNegative": 2,
|
|
"falsePositive": 2,
|
|
"precision": 0.9778,
|
|
"predictedPositive": 90,
|
|
"recall": 0.9778,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 88,
|
|
"wilsonPrecisionLower95": 0.9226
|
|
},
|
|
"threshold": 0.935
|
|
},
|
|
"task": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8836,
|
|
"falseNegative": 64,
|
|
"falsePositive": 14,
|
|
"precision": 0.9548,
|
|
"predictedPositive": 310,
|
|
"recall": 0.8222,
|
|
"total": 1485,
|
|
"trueNegative": 1111,
|
|
"truePositive": 296,
|
|
"wilsonPrecisionLower95": 0.9256
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.7896,
|
|
"falseNegative": 118,
|
|
"falsePositive": 11,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 253,
|
|
"recall": 0.6722,
|
|
"total": 1485,
|
|
"trueNegative": 1114,
|
|
"truePositive": 242,
|
|
"wilsonPrecisionLower95": 0.9238
|
|
},
|
|
"threshold": 0.96
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8316,
|
|
"falseNegative": 189,
|
|
"falsePositive": 26,
|
|
"precision": 0.9533,
|
|
"predictedPositive": 557,
|
|
"recall": 0.7375,
|
|
"total": 2970,
|
|
"trueNegative": 2224,
|
|
"truePositive": 531,
|
|
"wilsonPrecisionLower95": 0.9325
|
|
},
|
|
"threshold": 0.97
|
|
}
|
|
},
|
|
"trainingRecords": 16726,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.514,
|
|
"macroPrecision": 0.9879,
|
|
"macroRecall": 0.3812,
|
|
"minimumPrecision": 0.9509,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 70,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 20,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 20,
|
|
"wilsonPrecisionLower95": 0.8389
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5155,
|
|
"falseNegative": 235,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 125,
|
|
"recall": 0.3472,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 125,
|
|
"wilsonPrecisionLower95": 0.9702
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.4549,
|
|
"falseNegative": 127,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 53,
|
|
"recall": 0.2944,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 53,
|
|
"wilsonPrecisionLower95": 0.9324
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2347,
|
|
"falseNegative": 312,
|
|
"falsePositive": 1,
|
|
"precision": 0.9796,
|
|
"predictedPositive": 49,
|
|
"recall": 0.1333,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 48,
|
|
"wilsonPrecisionLower95": 0.8931
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2609,
|
|
"falseNegative": 153,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 27,
|
|
"recall": 0.15,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 27,
|
|
"wilsonPrecisionLower95": 0.8754
|
|
},
|
|
"question": {
|
|
"f1": 0.8133,
|
|
"falseNegative": 190,
|
|
"falsePositive": 12,
|
|
"precision": 0.9735,
|
|
"predictedPositive": 452,
|
|
"recall": 0.6984,
|
|
"total": 2970,
|
|
"trueNegative": 2328,
|
|
"truePositive": 440,
|
|
"wilsonPrecisionLower95": 0.9542
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8807,
|
|
"falseNegative": 340,
|
|
"falsePositive": 80,
|
|
"precision": 0.9509,
|
|
"predictedPositive": 1630,
|
|
"recall": 0.8201,
|
|
"total": 2970,
|
|
"trueNegative": 1000,
|
|
"truePositive": 1550,
|
|
"wilsonPrecisionLower95": 0.9393
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5124,
|
|
"falseNegative": 59,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 31,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8897
|
|
},
|
|
"task": {
|
|
"f1": 0.5901,
|
|
"falseNegative": 417,
|
|
"falsePositive": 4,
|
|
"precision": 0.987,
|
|
"predictedPositive": 307,
|
|
"recall": 0.4208,
|
|
"total": 2970,
|
|
"trueNegative": 2246,
|
|
"truePositive": 303,
|
|
"wilsonPrecisionLower95": 0.967
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 2e-06,
|
|
"augmentation": "numeric",
|
|
"char_max": 7,
|
|
"char_min": 3,
|
|
"external_weight": 0.8900000000000001,
|
|
"hard_example_weight": 2.5,
|
|
"l1_ratio": 0.2,
|
|
"max_char_features": 85000,
|
|
"max_word_features": 42000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.405,
|
|
"round": 17,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 127000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 4
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 23
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 3
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 70,
|
|
"positive": 250
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 17,
|
|
"selectionObjective": 0.5722,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.3646,
|
|
"macroPrecision": 0.9708,
|
|
"macroRecall": 0.2459,
|
|
"minimumPrecision": 0.7816,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.1633,
|
|
"falseNegative": 82,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 8,
|
|
"recall": 0.0889,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 8,
|
|
"wilsonPrecisionLower95": 0.6756
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4035,
|
|
"falseNegative": 269,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 91,
|
|
"recall": 0.2528,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 91,
|
|
"wilsonPrecisionLower95": 0.9595
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5094,
|
|
"falseNegative": 112,
|
|
"falsePositive": 19,
|
|
"precision": 0.7816,
|
|
"predictedPositive": 87,
|
|
"recall": 0.3778,
|
|
"total": 2970,
|
|
"trueNegative": 2771,
|
|
"truePositive": 68,
|
|
"wilsonPrecisionLower95": 0.6839
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.1679,
|
|
"falseNegative": 327,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 33,
|
|
"recall": 0.0917,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 33,
|
|
"wilsonPrecisionLower95": 0.8957
|
|
},
|
|
"invitation": {
|
|
"f1": 0.371,
|
|
"falseNegative": 139,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 41,
|
|
"recall": 0.2278,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.9143
|
|
},
|
|
"question": {
|
|
"f1": 0.4783,
|
|
"falseNegative": 432,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 198,
|
|
"recall": 0.3143,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 198,
|
|
"wilsonPrecisionLower95": 0.981
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.2549,
|
|
"falseNegative": 1612,
|
|
"falsePositive": 13,
|
|
"precision": 0.9553,
|
|
"predictedPositive": 291,
|
|
"recall": 0.1471,
|
|
"total": 2970,
|
|
"trueNegative": 1067,
|
|
"truePositive": 278,
|
|
"wilsonPrecisionLower95": 0.9251
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7671,
|
|
"falseNegative": 34,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 56,
|
|
"recall": 0.6222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 56,
|
|
"wilsonPrecisionLower95": 0.9358
|
|
},
|
|
"task": {
|
|
"f1": 0.1656,
|
|
"falseNegative": 655,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 65,
|
|
"recall": 0.0903,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.9442
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.989,
|
|
"falseNegative": 0,
|
|
"falsePositive": 4,
|
|
"precision": 0.9783,
|
|
"predictedPositive": 184,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1301,
|
|
"truePositive": 180,
|
|
"wilsonPrecisionLower95": 0.9454
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8869,
|
|
"falseNegative": 31,
|
|
"falsePositive": 7,
|
|
"precision": 0.9551,
|
|
"predictedPositive": 156,
|
|
"recall": 0.8278,
|
|
"total": 1485,
|
|
"trueNegative": 1298,
|
|
"truePositive": 149,
|
|
"wilsonPrecisionLower95": 0.9103
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.944,
|
|
"falseNegative": 23,
|
|
"falsePositive": 17,
|
|
"precision": 0.952,
|
|
"predictedPositive": 354,
|
|
"recall": 0.9361,
|
|
"total": 2970,
|
|
"trueNegative": 2593,
|
|
"truePositive": 337,
|
|
"wilsonPrecisionLower95": 0.9244
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8447,
|
|
"falseNegative": 22,
|
|
"falsePositive": 3,
|
|
"precision": 0.9577,
|
|
"predictedPositive": 71,
|
|
"recall": 0.7556,
|
|
"total": 1485,
|
|
"trueNegative": 1392,
|
|
"truePositive": 68,
|
|
"wilsonPrecisionLower95": 0.883
|
|
},
|
|
"threshold": 0.825
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7723,
|
|
"falseNegative": 63,
|
|
"falsePositive": 6,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 123,
|
|
"recall": 0.65,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 117,
|
|
"wilsonPrecisionLower95": 0.8977
|
|
},
|
|
"threshold": 0.965
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.6625,
|
|
"falseNegative": 155,
|
|
"falsePositive": 8,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 168,
|
|
"recall": 0.5079,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 160,
|
|
"wilsonPrecisionLower95": 0.9089
|
|
},
|
|
"threshold": 0.97
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9655,
|
|
"falseNegative": 3,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 42,
|
|
"recall": 0.9333,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.9162
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9425,
|
|
"falseNegative": 4,
|
|
"falsePositive": 1,
|
|
"precision": 0.9762,
|
|
"predictedPositive": 42,
|
|
"recall": 0.9111,
|
|
"total": 1485,
|
|
"trueNegative": 1439,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8768
|
|
},
|
|
"threshold": 0.73
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9486,
|
|
"falseNegative": 7,
|
|
"falsePositive": 2,
|
|
"precision": 0.9765,
|
|
"predictedPositive": 85,
|
|
"recall": 0.9222,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 83,
|
|
"wilsonPrecisionLower95": 0.9182
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"task": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"trainingRecords": 16820,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 9,
|
|
"macroF1": 0.3704,
|
|
"macroPrecision": 0.9857,
|
|
"macroRecall": 0.235,
|
|
"minimumPrecision": 0.9651,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3019,
|
|
"falseNegative": 74,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 16,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 16,
|
|
"wilsonPrecisionLower95": 0.8064
|
|
},
|
|
"complaint": {
|
|
"f1": 0.5325,
|
|
"falseNegative": 229,
|
|
"falsePositive": 1,
|
|
"precision": 0.9924,
|
|
"predictedPositive": 132,
|
|
"recall": 0.3639,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 131,
|
|
"wilsonPrecisionLower95": 0.9583
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.4329,
|
|
"falseNegative": 130,
|
|
"falsePositive": 1,
|
|
"precision": 0.9804,
|
|
"predictedPositive": 51,
|
|
"recall": 0.2778,
|
|
"total": 2970,
|
|
"trueNegative": 2789,
|
|
"truePositive": 50,
|
|
"wilsonPrecisionLower95": 0.897
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.204,
|
|
"falseNegative": 319,
|
|
"falsePositive": 1,
|
|
"precision": 0.9762,
|
|
"predictedPositive": 42,
|
|
"recall": 0.1139,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.8768
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2609,
|
|
"falseNegative": 153,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 27,
|
|
"recall": 0.15,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 27,
|
|
"wilsonPrecisionLower95": 0.8754
|
|
},
|
|
"question": {
|
|
"f1": 0.5471,
|
|
"falseNegative": 392,
|
|
"falsePositive": 2,
|
|
"precision": 0.9917,
|
|
"predictedPositive": 240,
|
|
"recall": 0.3778,
|
|
"total": 2970,
|
|
"trueNegative": 2338,
|
|
"truePositive": 238,
|
|
"wilsonPrecisionLower95": 0.9701
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.2757,
|
|
"falseNegative": 1586,
|
|
"falsePositive": 11,
|
|
"precision": 0.9651,
|
|
"predictedPositive": 315,
|
|
"recall": 0.1608,
|
|
"total": 2970,
|
|
"trueNegative": 1069,
|
|
"truePositive": 304,
|
|
"wilsonPrecisionLower95": 0.9386
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.4706,
|
|
"falseNegative": 62,
|
|
"falsePositive": 1,
|
|
"precision": 0.9655,
|
|
"predictedPositive": 29,
|
|
"recall": 0.3111,
|
|
"total": 2970,
|
|
"trueNegative": 2879,
|
|
"truePositive": 28,
|
|
"wilsonPrecisionLower95": 0.8282
|
|
},
|
|
"task": {
|
|
"f1": 0.3079,
|
|
"falseNegative": 589,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 131,
|
|
"recall": 0.1819,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 131,
|
|
"wilsonPrecisionLower95": 0.9715
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1.5e-06,
|
|
"augmentation": "numeric",
|
|
"char_max": 8,
|
|
"char_min": 2,
|
|
"external_weight": 0.91,
|
|
"hard_example_weight": 2.5,
|
|
"l1_ratio": 0.2,
|
|
"max_char_features": 90000,
|
|
"max_word_features": 45000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.42000000000000004,
|
|
"round": 18,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 135000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 8
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 27
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 90,
|
|
"positive": 32
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 18,
|
|
"selectionObjective": 0.6413,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4676,
|
|
"macroPrecision": 0.9604,
|
|
"macroRecall": 0.3553,
|
|
"minimumPrecision": 0.7403,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2178,
|
|
"falseNegative": 79,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 11,
|
|
"recall": 0.1222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 11,
|
|
"wilsonPrecisionLower95": 0.7412
|
|
},
|
|
"complaint": {
|
|
"f1": 0.3059,
|
|
"falseNegative": 295,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 65,
|
|
"recall": 0.1806,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.9442
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.4436,
|
|
"falseNegative": 123,
|
|
"falsePositive": 20,
|
|
"precision": 0.7403,
|
|
"predictedPositive": 77,
|
|
"recall": 0.3167,
|
|
"total": 2970,
|
|
"trueNegative": 2770,
|
|
"truePositive": 57,
|
|
"wilsonPrecisionLower95": 0.6326
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2844,
|
|
"falseNegative": 300,
|
|
"falsePositive": 2,
|
|
"precision": 0.9677,
|
|
"predictedPositive": 62,
|
|
"recall": 0.1667,
|
|
"total": 2970,
|
|
"trueNegative": 2608,
|
|
"truePositive": 60,
|
|
"wilsonPrecisionLower95": 0.8898
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3178,
|
|
"falseNegative": 146,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 34,
|
|
"recall": 0.1889,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 34,
|
|
"wilsonPrecisionLower95": 0.8985
|
|
},
|
|
"question": {
|
|
"f1": 0.6957,
|
|
"falseNegative": 294,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 336,
|
|
"recall": 0.5333,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 336,
|
|
"wilsonPrecisionLower95": 0.9887
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.8939,
|
|
"falseNegative": 273,
|
|
"falsePositive": 111,
|
|
"precision": 0.9358,
|
|
"predictedPositive": 1728,
|
|
"recall": 0.8556,
|
|
"total": 2970,
|
|
"trueNegative": 969,
|
|
"truePositive": 1617,
|
|
"wilsonPrecisionLower95": 0.9232
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8312,
|
|
"falseNegative": 26,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 64,
|
|
"recall": 0.7111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 64,
|
|
"wilsonPrecisionLower95": 0.9434
|
|
},
|
|
"task": {
|
|
"f1": 0.2178,
|
|
"falseNegative": 632,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 88,
|
|
"recall": 0.1222,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 88,
|
|
"wilsonPrecisionLower95": 0.9582
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9486,
|
|
"falseNegative": 7,
|
|
"falsePositive": 2,
|
|
"precision": 0.9765,
|
|
"predictedPositive": 85,
|
|
"recall": 0.9222,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 83,
|
|
"wilsonPrecisionLower95": 0.9182
|
|
},
|
|
"threshold": 0.9
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8447,
|
|
"falseNegative": 44,
|
|
"falsePositive": 6,
|
|
"precision": 0.9577,
|
|
"predictedPositive": 142,
|
|
"recall": 0.7556,
|
|
"total": 2970,
|
|
"trueNegative": 2784,
|
|
"truePositive": 136,
|
|
"wilsonPrecisionLower95": 0.9109
|
|
},
|
|
"threshold": 0.955
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8822,
|
|
"falseNegative": 34,
|
|
"falsePositive": 5,
|
|
"precision": 0.9669,
|
|
"predictedPositive": 151,
|
|
"recall": 0.8111,
|
|
"total": 1485,
|
|
"trueNegative": 1300,
|
|
"truePositive": 146,
|
|
"wilsonPrecisionLower95": 0.9248
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.7641,
|
|
"falseNegative": 130,
|
|
"falsePositive": 12,
|
|
"precision": 0.9504,
|
|
"predictedPositive": 242,
|
|
"recall": 0.6389,
|
|
"total": 2970,
|
|
"trueNegative": 2598,
|
|
"truePositive": 230,
|
|
"wilsonPrecisionLower95": 0.9153
|
|
},
|
|
"threshold": 0.99
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8103,
|
|
"falseNegative": 95,
|
|
"falsePositive": 8,
|
|
"precision": 0.9649,
|
|
"predictedPositive": 228,
|
|
"recall": 0.6984,
|
|
"total": 1485,
|
|
"trueNegative": 1162,
|
|
"truePositive": 220,
|
|
"wilsonPrecisionLower95": 0.9323
|
|
},
|
|
"threshold": 0.915
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9575,
|
|
"falseNegative": 33,
|
|
"falsePositive": 48,
|
|
"precision": 0.95,
|
|
"predictedPositive": 960,
|
|
"recall": 0.9651,
|
|
"total": 1485,
|
|
"trueNegative": 492,
|
|
"truePositive": 912,
|
|
"wilsonPrecisionLower95": 0.9343
|
|
},
|
|
"threshold": 0.845
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8361,
|
|
"falseNegative": 241,
|
|
"falsePositive": 35,
|
|
"precision": 0.9526,
|
|
"predictedPositive": 739,
|
|
"recall": 0.745,
|
|
"total": 1485,
|
|
"trueNegative": 505,
|
|
"truePositive": 704,
|
|
"wilsonPrecisionLower95": 0.9348
|
|
},
|
|
"threshold": 0.98
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.901,
|
|
"falseNegative": 274,
|
|
"falsePositive": 81,
|
|
"precision": 0.9523,
|
|
"predictedPositive": 1697,
|
|
"recall": 0.855,
|
|
"total": 2970,
|
|
"trueNegative": 999,
|
|
"truePositive": 1616,
|
|
"wilsonPrecisionLower95": 0.9411
|
|
},
|
|
"threshold": 0.975
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9655,
|
|
"falseNegative": 3,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 42,
|
|
"recall": 0.9333,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.9162
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9831,
|
|
"falseNegative": 3,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 87,
|
|
"recall": 0.9667,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 87,
|
|
"wilsonPrecisionLower95": 0.9577
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"task": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"trainingRecords": 16841,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.478,
|
|
"macroPrecision": 0.982,
|
|
"macroRecall": 0.3466,
|
|
"minimumPrecision": 0.9074,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3486,
|
|
"falseNegative": 71,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 19,
|
|
"recall": 0.2111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 19,
|
|
"wilsonPrecisionLower95": 0.8318
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4506,
|
|
"falseNegative": 255,
|
|
"falsePositive": 1,
|
|
"precision": 0.9906,
|
|
"predictedPositive": 106,
|
|
"recall": 0.2917,
|
|
"total": 2970,
|
|
"trueNegative": 2609,
|
|
"truePositive": 105,
|
|
"wilsonPrecisionLower95": 0.9485
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5366,
|
|
"falseNegative": 114,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 66,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.945
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2367,
|
|
"falseNegative": 311,
|
|
"falsePositive": 5,
|
|
"precision": 0.9074,
|
|
"predictedPositive": 54,
|
|
"recall": 0.1361,
|
|
"total": 2970,
|
|
"trueNegative": 2605,
|
|
"truePositive": 49,
|
|
"wilsonPrecisionLower95": 0.8009
|
|
},
|
|
"invitation": {
|
|
"f1": 0.2692,
|
|
"falseNegative": 152,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 28,
|
|
"recall": 0.1556,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 28,
|
|
"wilsonPrecisionLower95": 0.8794
|
|
},
|
|
"question": {
|
|
"f1": 0.714,
|
|
"falseNegative": 278,
|
|
"falsePositive": 4,
|
|
"precision": 0.9888,
|
|
"predictedPositive": 356,
|
|
"recall": 0.5587,
|
|
"total": 2970,
|
|
"trueNegative": 2336,
|
|
"truePositive": 352,
|
|
"wilsonPrecisionLower95": 0.9715
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.9005,
|
|
"falseNegative": 274,
|
|
"falsePositive": 83,
|
|
"precision": 0.9511,
|
|
"predictedPositive": 1699,
|
|
"recall": 0.855,
|
|
"total": 2970,
|
|
"trueNegative": 997,
|
|
"truePositive": 1616,
|
|
"wilsonPrecisionLower95": 0.9398
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5124,
|
|
"falseNegative": 59,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 31,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8897
|
|
},
|
|
"task": {
|
|
"f1": 0.3333,
|
|
"falseNegative": 576,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 144,
|
|
"recall": 0.2,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 144,
|
|
"wilsonPrecisionLower95": 0.974
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1.2e-06,
|
|
"augmentation": "numeric",
|
|
"char_max": 8,
|
|
"char_min": 3,
|
|
"external_weight": 0.93,
|
|
"hard_example_weight": 2.7,
|
|
"l1_ratio": 0.25,
|
|
"max_char_features": 95000,
|
|
"max_word_features": 45000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.43499999999999994,
|
|
"round": 19,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 140000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 2
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 36
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 4
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 99,
|
|
"positive": 32
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 19,
|
|
"selectionObjective": 0.6027,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4167,
|
|
"macroPrecision": 0.9816,
|
|
"macroRecall": 0.2818,
|
|
"minimumPrecision": 0.9094,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2,
|
|
"falseNegative": 80,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 10,
|
|
"recall": 0.1111,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 10,
|
|
"wilsonPrecisionLower95": 0.7225
|
|
},
|
|
"complaint": {
|
|
"f1": 0.371,
|
|
"falseNegative": 278,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 82,
|
|
"recall": 0.2278,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 82,
|
|
"wilsonPrecisionLower95": 0.9552
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.502,
|
|
"falseNegative": 118,
|
|
"falsePositive": 5,
|
|
"precision": 0.9254,
|
|
"predictedPositive": 67,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2785,
|
|
"truePositive": 62,
|
|
"wilsonPrecisionLower95": 0.8369
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.231,
|
|
"falseNegative": 313,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 47,
|
|
"recall": 0.1306,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 47,
|
|
"wilsonPrecisionLower95": 0.9244
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 140,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 40,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"question": {
|
|
"f1": 0.4387,
|
|
"falseNegative": 453,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 177,
|
|
"recall": 0.281,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 177,
|
|
"wilsonPrecisionLower95": 0.9788
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.6399,
|
|
"falseNegative": 957,
|
|
"falsePositive": 93,
|
|
"precision": 0.9094,
|
|
"predictedPositive": 1026,
|
|
"recall": 0.4937,
|
|
"total": 2970,
|
|
"trueNegative": 987,
|
|
"truePositive": 933,
|
|
"wilsonPrecisionLower95": 0.8902
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.7143,
|
|
"falseNegative": 40,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 50,
|
|
"recall": 0.5556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 50,
|
|
"wilsonPrecisionLower95": 0.9287
|
|
},
|
|
"task": {
|
|
"f1": 0.2898,
|
|
"falseNegative": 598,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 122,
|
|
"recall": 0.1694,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 122,
|
|
"wilsonPrecisionLower95": 0.9695
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9309,
|
|
"falseNegative": 83,
|
|
"falsePositive": 45,
|
|
"precision": 0.9504,
|
|
"predictedPositive": 907,
|
|
"recall": 0.9122,
|
|
"total": 1485,
|
|
"trueNegative": 495,
|
|
"truePositive": 862,
|
|
"wilsonPrecisionLower95": 0.9343
|
|
},
|
|
"threshold": 0.98
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.9195,
|
|
"falseNegative": 5,
|
|
"falsePositive": 2,
|
|
"precision": 0.9524,
|
|
"predictedPositive": 42,
|
|
"recall": 0.8889,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.8421
|
|
},
|
|
"threshold": 0.945
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9667,
|
|
"falseNegative": 3,
|
|
"falsePositive": 3,
|
|
"precision": 0.9667,
|
|
"predictedPositive": 90,
|
|
"recall": 0.9667,
|
|
"total": 2970,
|
|
"trueNegative": 2877,
|
|
"truePositive": 87,
|
|
"wilsonPrecisionLower95": 0.9065
|
|
},
|
|
"threshold": 0.83
|
|
},
|
|
"task": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"trainingRecords": 16801,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 7,
|
|
"macroF1": 0.4224,
|
|
"macroPrecision": 0.9791,
|
|
"macroRecall": 0.2773,
|
|
"minimumPrecision": 0.9215,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.4483,
|
|
"falseNegative": 64,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 26,
|
|
"recall": 0.2889,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 26,
|
|
"wilsonPrecisionLower95": 0.8713
|
|
},
|
|
"complaint": {
|
|
"f1": 0.4648,
|
|
"falseNegative": 251,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 109,
|
|
"recall": 0.3028,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 109,
|
|
"wilsonPrecisionLower95": 0.966
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.4348,
|
|
"falseNegative": 130,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 50,
|
|
"recall": 0.2778,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 50,
|
|
"wilsonPrecisionLower95": 0.9287
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2045,
|
|
"falseNegative": 319,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 41,
|
|
"recall": 0.1139,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 41,
|
|
"wilsonPrecisionLower95": 0.9143
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3019,
|
|
"falseNegative": 148,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 32,
|
|
"recall": 0.1778,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8928
|
|
},
|
|
"question": {
|
|
"f1": 0.4287,
|
|
"falseNegative": 454,
|
|
"falsePositive": 15,
|
|
"precision": 0.9215,
|
|
"predictedPositive": 191,
|
|
"recall": 0.2794,
|
|
"total": 2970,
|
|
"trueNegative": 2325,
|
|
"truePositive": 176,
|
|
"wilsonPrecisionLower95": 0.8745
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.6347,
|
|
"falseNegative": 990,
|
|
"falsePositive": 46,
|
|
"precision": 0.9514,
|
|
"predictedPositive": 946,
|
|
"recall": 0.4762,
|
|
"total": 2970,
|
|
"trueNegative": 1034,
|
|
"truePositive": 900,
|
|
"wilsonPrecisionLower95": 0.9357
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5041,
|
|
"falseNegative": 59,
|
|
"falsePositive": 2,
|
|
"precision": 0.9394,
|
|
"predictedPositive": 33,
|
|
"recall": 0.3444,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 31,
|
|
"wilsonPrecisionLower95": 0.8039
|
|
},
|
|
"task": {
|
|
"f1": 0.3802,
|
|
"falseNegative": 551,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 169,
|
|
"recall": 0.2347,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 169,
|
|
"wilsonPrecisionLower95": 0.9778
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
},
|
|
{
|
|
"configuration": {
|
|
"alpha": 1e-06,
|
|
"augmentation": "numeric",
|
|
"char_max": 8,
|
|
"char_min": 2,
|
|
"external_weight": 0.9500000000000001,
|
|
"hard_example_weight": 3.0,
|
|
"l1_ratio": 0.25,
|
|
"max_char_features": 100000,
|
|
"max_word_features": 50000,
|
|
"min_df": 1,
|
|
"pseudo_weight": 0.44999999999999996,
|
|
"round": 20,
|
|
"word_max": 3
|
|
},
|
|
"featureCount": 150000,
|
|
"pseudoLabelCounts": {
|
|
"blessing": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"complaint": {
|
|
"negative": 250,
|
|
"positive": 2
|
|
},
|
|
"confirmationDecision": {
|
|
"negative": 250,
|
|
"positive": 25
|
|
},
|
|
"followUpReminder": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
},
|
|
"invitation": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"question": {
|
|
"negative": 250,
|
|
"positive": 2
|
|
},
|
|
"replyableMessage": {
|
|
"negative": 104,
|
|
"positive": 32
|
|
},
|
|
"scheduleNegotiation": {
|
|
"negative": 250,
|
|
"positive": 1
|
|
},
|
|
"task": {
|
|
"negative": 250,
|
|
"positive": 0
|
|
}
|
|
},
|
|
"round": 20,
|
|
"selectionObjective": 0.6339,
|
|
"syntheticRegression": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.471,
|
|
"macroPrecision": 0.9861,
|
|
"macroRecall": 0.3411,
|
|
"minimumPrecision": 0.9231,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.2353,
|
|
"falseNegative": 78,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 12,
|
|
"recall": 0.1333,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 12,
|
|
"wilsonPrecisionLower95": 0.7575
|
|
},
|
|
"complaint": {
|
|
"f1": 0.2816,
|
|
"falseNegative": 301,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 59,
|
|
"recall": 0.1639,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 59,
|
|
"wilsonPrecisionLower95": 0.9389
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.6199,
|
|
"falseNegative": 96,
|
|
"falsePositive": 7,
|
|
"precision": 0.9231,
|
|
"predictedPositive": 91,
|
|
"recall": 0.4667,
|
|
"total": 2970,
|
|
"trueNegative": 2783,
|
|
"truePositive": 84,
|
|
"wilsonPrecisionLower95": 0.8496
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2353,
|
|
"falseNegative": 312,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 48,
|
|
"recall": 0.1333,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 48,
|
|
"wilsonPrecisionLower95": 0.9259
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3636,
|
|
"falseNegative": 140,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 40,
|
|
"recall": 0.2222,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 40,
|
|
"wilsonPrecisionLower95": 0.9124
|
|
},
|
|
"question": {
|
|
"f1": 0.5211,
|
|
"falseNegative": 408,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 222,
|
|
"recall": 0.3524,
|
|
"total": 2970,
|
|
"trueNegative": 2340,
|
|
"truePositive": 222,
|
|
"wilsonPrecisionLower95": 0.983
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7688,
|
|
"falseNegative": 671,
|
|
"falsePositive": 62,
|
|
"precision": 0.9516,
|
|
"predictedPositive": 1281,
|
|
"recall": 0.645,
|
|
"total": 2970,
|
|
"trueNegative": 1018,
|
|
"truePositive": 1219,
|
|
"wilsonPrecisionLower95": 0.9384
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.8387,
|
|
"falseNegative": 25,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 65,
|
|
"recall": 0.7222,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 65,
|
|
"wilsonPrecisionLower95": 0.9442
|
|
},
|
|
"task": {
|
|
"f1": 0.3747,
|
|
"falseNegative": 554,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 166,
|
|
"recall": 0.2306,
|
|
"total": 2970,
|
|
"trueNegative": 2250,
|
|
"truePositive": 166,
|
|
"wilsonPrecisionLower95": 0.9774
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
},
|
|
"thresholds": {
|
|
"blessing": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"complaint": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"confirmationDecision": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.5954,
|
|
"falseNegative": 51,
|
|
"falsePositive": 2,
|
|
"precision": 0.9512,
|
|
"predictedPositive": 41,
|
|
"recall": 0.4333,
|
|
"total": 1485,
|
|
"trueNegative": 1393,
|
|
"truePositive": 39,
|
|
"wilsonPrecisionLower95": 0.8386
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"followUpReminder": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"invitation": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"question": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"replyableMessage": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.8117,
|
|
"falseNegative": 279,
|
|
"falsePositive": 30,
|
|
"precision": 0.9569,
|
|
"predictedPositive": 696,
|
|
"recall": 0.7048,
|
|
"total": 1485,
|
|
"trueNegative": 510,
|
|
"truePositive": 666,
|
|
"wilsonPrecisionLower95": 0.9391
|
|
},
|
|
"threshold": 0.995
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.8736,
|
|
"falseNegative": 363,
|
|
"falsePositive": 79,
|
|
"precision": 0.9508,
|
|
"predictedPositive": 1606,
|
|
"recall": 0.8079,
|
|
"total": 2970,
|
|
"trueNegative": 1001,
|
|
"truePositive": 1527,
|
|
"wilsonPrecisionLower95": 0.9391
|
|
},
|
|
"threshold": 0.995
|
|
},
|
|
"scheduleNegotiation": {
|
|
"abstained": false,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 1.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 45,
|
|
"recall": 1.0,
|
|
"total": 1485,
|
|
"trueNegative": 1440,
|
|
"truePositive": 45,
|
|
"wilsonPrecisionLower95": 0.9213
|
|
},
|
|
"threshold": 0.5
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": false,
|
|
"metrics": {
|
|
"f1": 0.967,
|
|
"falseNegative": 1,
|
|
"falsePositive": 2,
|
|
"precision": 0.9565,
|
|
"predictedPositive": 46,
|
|
"recall": 0.9778,
|
|
"total": 1485,
|
|
"trueNegative": 1438,
|
|
"truePositive": 44,
|
|
"wilsonPrecisionLower95": 0.8547
|
|
},
|
|
"threshold": 0.83
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.9834,
|
|
"falseNegative": 1,
|
|
"falsePositive": 2,
|
|
"precision": 0.978,
|
|
"predictedPositive": 91,
|
|
"recall": 0.9889,
|
|
"total": 2970,
|
|
"trueNegative": 2878,
|
|
"truePositive": 89,
|
|
"wilsonPrecisionLower95": 0.9234
|
|
},
|
|
"threshold": 0.83
|
|
},
|
|
"task": {
|
|
"abstained": true,
|
|
"byLanguage": {
|
|
"en": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
},
|
|
"zh-Hans": {
|
|
"abstained": true,
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"metrics": {
|
|
"f1": 0.0,
|
|
"falseNegative": 0,
|
|
"falsePositive": 0,
|
|
"precision": 0.0,
|
|
"predictedPositive": 0,
|
|
"recall": 0.0,
|
|
"total": 0,
|
|
"trueNegative": 0,
|
|
"truePositive": 0,
|
|
"wilsonPrecisionLower95": 0
|
|
},
|
|
"threshold": 1.0
|
|
}
|
|
},
|
|
"trainingRecords": 16755,
|
|
"validation": {
|
|
"intentsMeeting95Precision": 8,
|
|
"macroF1": 0.4669,
|
|
"macroPrecision": 0.9855,
|
|
"macroRecall": 0.3215,
|
|
"minimumPrecision": 0.9333,
|
|
"perIntent": {
|
|
"blessing": {
|
|
"f1": 0.3929,
|
|
"falseNegative": 68,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 22,
|
|
"recall": 0.2444,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 22,
|
|
"wilsonPrecisionLower95": 0.8513
|
|
},
|
|
"complaint": {
|
|
"f1": 0.3929,
|
|
"falseNegative": 272,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 88,
|
|
"recall": 0.2444,
|
|
"total": 2970,
|
|
"trueNegative": 2610,
|
|
"truePositive": 88,
|
|
"wilsonPrecisionLower95": 0.9582
|
|
},
|
|
"confirmationDecision": {
|
|
"f1": 0.5366,
|
|
"falseNegative": 114,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 66,
|
|
"recall": 0.3667,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 66,
|
|
"wilsonPrecisionLower95": 0.945
|
|
},
|
|
"followUpReminder": {
|
|
"f1": 0.2074,
|
|
"falseNegative": 318,
|
|
"falsePositive": 3,
|
|
"precision": 0.9333,
|
|
"predictedPositive": 45,
|
|
"recall": 0.1167,
|
|
"total": 2970,
|
|
"trueNegative": 2607,
|
|
"truePositive": 42,
|
|
"wilsonPrecisionLower95": 0.8214
|
|
},
|
|
"invitation": {
|
|
"f1": 0.3178,
|
|
"falseNegative": 146,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 34,
|
|
"recall": 0.1889,
|
|
"total": 2970,
|
|
"trueNegative": 2790,
|
|
"truePositive": 34,
|
|
"wilsonPrecisionLower95": 0.8985
|
|
},
|
|
"question": {
|
|
"f1": 0.5568,
|
|
"falseNegative": 385,
|
|
"falsePositive": 5,
|
|
"precision": 0.98,
|
|
"predictedPositive": 250,
|
|
"recall": 0.3889,
|
|
"total": 2970,
|
|
"trueNegative": 2335,
|
|
"truePositive": 245,
|
|
"wilsonPrecisionLower95": 0.954
|
|
},
|
|
"replyableMessage": {
|
|
"f1": 0.7934,
|
|
"falseNegative": 621,
|
|
"falsePositive": 40,
|
|
"precision": 0.9694,
|
|
"predictedPositive": 1309,
|
|
"recall": 0.6714,
|
|
"total": 2970,
|
|
"trueNegative": 1040,
|
|
"truePositive": 1269,
|
|
"wilsonPrecisionLower95": 0.9587
|
|
},
|
|
"scheduleNegotiation": {
|
|
"f1": 0.5246,
|
|
"falseNegative": 58,
|
|
"falsePositive": 0,
|
|
"precision": 1.0,
|
|
"predictedPositive": 32,
|
|
"recall": 0.3556,
|
|
"total": 2970,
|
|
"trueNegative": 2880,
|
|
"truePositive": 32,
|
|
"wilsonPrecisionLower95": 0.8928
|
|
},
|
|
"task": {
|
|
"f1": 0.4795,
|
|
"falseNegative": 492,
|
|
"falsePositive": 3,
|
|
"precision": 0.987,
|
|
"predictedPositive": 231,
|
|
"recall": 0.3167,
|
|
"total": 2970,
|
|
"trueNegative": 2247,
|
|
"truePositive": 228,
|
|
"wilsonPrecisionLower95": 0.9625
|
|
}
|
|
},
|
|
"recordCount": 2970
|
|
}
|
|
}
|
|
]
|