Multilingual_Toxic_Comment_Classifier / weights /language_class_weights.json
Deeptanshuu's picture
Upload folder using huggingface_hub
fca4d36 verified
{
"metadata": {
"total_samples": 361228,
"language_distribution": {
"ru": 52632,
"tr": 52558,
"pt": 52440,
"es": 52412,
"fr": 52368,
"it": 52340,
"en": 46478
},
"weight_calculation": {
"method": "focal_loss_with_adaptive_scaling",
"parameters": {
"default_max_weight": 15.0,
"default_min_weight": 0.5,
"language_specific_adjustments": true
}
}
},
"weights": {
"en": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 24135,
"support_1": 22343,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.5,
"alpha": 0.25,
"final_pt": 0.4807,
"effective_max": 15.0,
"modulating_factor": 0.1943,
"balanced_alpha": 0.391,
"severity_adjusted": false,
"boost_factor": 1.67,
"constraints_applied": [
"max_weight=15.0",
"boost=1.67",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 11.516,
"support_0": 44492,
"support_1": 1986,
"raw_weight_1": 3.9,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.5,
"alpha": 0.25,
"final_pt": 0.0427,
"effective_max": 3.9,
"modulating_factor": 0.8966,
"balanced_alpha": 0.2583,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=3.9",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 3.9,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 12.626,
"support_0": 34122,
"support_1": 12356,
"raw_weight_1": 0.633,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2658,
"effective_max": 15.0,
"modulating_factor": 0.539,
"balanced_alpha": 0.3123,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.633,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 13.708,
"support_0": 45274,
"support_1": 1204,
"raw_weight_1": 13.708,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 3.0,
"alpha": 0.3,
"final_pt": 0.0259,
"effective_max": 15.0,
"modulating_factor": 0.9243,
"balanced_alpha": 0.3055,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 13.708,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 15.0,
"support_0": 35003,
"support_1": 11475,
"raw_weight_1": 0.705,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2469,
"effective_max": 15.0,
"modulating_factor": 0.5672,
"balanced_alpha": 0.3068,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.705,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.357,
"support_0": 44335,
"support_1": 2143,
"raw_weight_1": 5.0,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 3.0,
"alpha": 0.3,
"final_pt": 0.0461,
"effective_max": 5.0,
"modulating_factor": 0.868,
"balanced_alpha": 0.31,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=5.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 5.0,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"ru": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26678,
"support_1": 25954,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.4931,
"effective_max": 15.0,
"modulating_factor": 0.2569,
"balanced_alpha": 0.3967,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 14.997,
"support_0": 50191,
"support_1": 2441,
"raw_weight_1": 5.079,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9094,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.079,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 14.96,
"support_0": 40200,
"support_1": 12432,
"raw_weight_1": 0.75,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2362,
"effective_max": 15.0,
"modulating_factor": 0.5834,
"balanced_alpha": 0.3038,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.75,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 12.8,
"support_0": 51557,
"support_1": 1075,
"raw_weight_1": 12.8,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.8,
"alpha": 0.25,
"final_pt": 0.0204,
"effective_max": 12.8,
"modulating_factor": 0.9439,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=12.8",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 12.8,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37425,
"support_1": 15207,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2889,
"effective_max": 15.0,
"modulating_factor": 0.5056,
"balanced_alpha": 0.3192,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.216,
"support_0": 49820,
"support_1": 2812,
"raw_weight_1": 4.951,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.8,
"alpha": 0.25,
"final_pt": 0.0534,
"effective_max": 7.0,
"modulating_factor": 0.8575,
"balanced_alpha": 0.2604,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=7.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 4.951,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"fr": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26491,
"support_1": 25877,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.2,
"alpha": 0.25,
"final_pt": 0.4941,
"effective_max": 15.0,
"modulating_factor": 0.2233,
"balanced_alpha": 0.3972,
"severity_adjusted": false,
"boost_factor": 1.2,
"constraints_applied": [
"max_weight=15.0",
"boost=1.2",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 49940,
"support_1": 2428,
"raw_weight_1": 5.08,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9094,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.08,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 14.96,
"support_0": 39989,
"support_1": 12379,
"raw_weight_1": 0.75,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2364,
"effective_max": 15.0,
"modulating_factor": 0.5831,
"balanced_alpha": 0.3039,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.75,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 15.0,
"support_0": 51302,
"support_1": 1066,
"raw_weight_1": 15.0,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0204,
"effective_max": 15.0,
"modulating_factor": 0.9597,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 15.0,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37237,
"support_1": 15131,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2889,
"effective_max": 15.0,
"modulating_factor": 0.5056,
"balanced_alpha": 0.3192,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 15.0,
"support_0": 49594,
"support_1": 2774,
"raw_weight_1": 5.224,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.053,
"effective_max": 10.0,
"modulating_factor": 0.8969,
"balanced_alpha": 0.2603,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=10.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 5.224,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"it": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26513,
"support_1": 25827,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.4934,
"effective_max": 15.0,
"modulating_factor": 0.2566,
"balanced_alpha": 0.3969,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 14.985,
"support_0": 49911,
"support_1": 2429,
"raw_weight_1": 5.075,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9093,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.075,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 15.0,
"support_0": 39999,
"support_1": 12341,
"raw_weight_1": 0.752,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2358,
"effective_max": 15.0,
"modulating_factor": 0.584,
"balanced_alpha": 0.3037,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.752,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 15.0,
"support_0": 51263,
"support_1": 1077,
"raw_weight_1": 15.0,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0206,
"effective_max": 15.0,
"modulating_factor": 0.9593,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 15.0,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37222,
"support_1": 15118,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2888,
"effective_max": 15.0,
"modulating_factor": 0.5057,
"balanced_alpha": 0.3191,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.943,
"support_0": 49558,
"support_1": 2782,
"raw_weight_1": 5.204,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0532,
"effective_max": 10.0,
"modulating_factor": 0.8965,
"balanced_alpha": 0.2604,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=10.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 5.204,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"es": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26538,
"support_1": 25874,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.4937,
"effective_max": 15.0,
"modulating_factor": 0.2564,
"balanced_alpha": 0.397,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 14.988,
"support_0": 49980,
"support_1": 2432,
"raw_weight_1": 5.076,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9093,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.076,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 14.96,
"support_0": 40024,
"support_1": 12388,
"raw_weight_1": 0.75,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2364,
"effective_max": 15.0,
"modulating_factor": 0.5831,
"balanced_alpha": 0.3039,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.75,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 15.0,
"support_0": 51339,
"support_1": 1073,
"raw_weight_1": 15.0,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0205,
"effective_max": 15.0,
"modulating_factor": 0.9595,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 15.0,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37272,
"support_1": 15140,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2889,
"effective_max": 15.0,
"modulating_factor": 0.5057,
"balanced_alpha": 0.3191,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.96,
"support_0": 49629,
"support_1": 2783,
"raw_weight_1": 5.21,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0531,
"effective_max": 10.0,
"modulating_factor": 0.8966,
"balanced_alpha": 0.2604,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=10.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 5.21,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"pt": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26599,
"support_1": 25841,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.4928,
"effective_max": 15.0,
"modulating_factor": 0.2573,
"balanced_alpha": 0.3966,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 14.997,
"support_0": 50008,
"support_1": 2432,
"raw_weight_1": 5.079,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9094,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.079,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 14.96,
"support_0": 40045,
"support_1": 12395,
"raw_weight_1": 0.75,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2364,
"effective_max": 15.0,
"modulating_factor": 0.5831,
"balanced_alpha": 0.3039,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.75,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 15.0,
"support_0": 51360,
"support_1": 1080,
"raw_weight_1": 15.0,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0206,
"effective_max": 15.0,
"modulating_factor": 0.9592,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 15.0,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37297,
"support_1": 15143,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2888,
"effective_max": 15.0,
"modulating_factor": 0.5059,
"balanced_alpha": 0.3191,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.859,
"support_0": 49639,
"support_1": 2801,
"raw_weight_1": 5.175,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0534,
"effective_max": 10.0,
"modulating_factor": 0.896,
"balanced_alpha": 0.2604,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=10.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 5.175,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
},
"tr": {
"toxic": {
"0": 1.0,
"1": 15.0,
"support_0": 26650,
"support_1": 25908,
"raw_weight_1": 0.5,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.4929,
"effective_max": 15.0,
"modulating_factor": 0.2571,
"balanced_alpha": 0.3966,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.5,
"max_weight_across_langs": 0.5,
"normalization_factor": 30.0
}
}
},
"severe_toxic": {
"0": 1.0,
"1": 14.985,
"support_0": 50119,
"support_1": 2439,
"raw_weight_1": 5.075,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.0464,
"effective_max": 15.0,
"modulating_factor": 0.9093,
"balanced_alpha": 0.259,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 5.075,
"max_weight_across_langs": 5.08,
"normalization_factor": 2.953
}
}
},
"obscene": {
"0": 1.0,
"1": 14.98,
"support_0": 40147,
"support_1": 12411,
"raw_weight_1": 0.751,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2361,
"effective_max": 15.0,
"modulating_factor": 0.5835,
"balanced_alpha": 0.3038,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.751,
"max_weight_across_langs": 0.752,
"normalization_factor": 19.947
}
}
},
"threat": {
"0": 1.0,
"1": 12.8,
"support_0": 51481,
"support_1": 1077,
"raw_weight_1": 12.8,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.8,
"alpha": 0.25,
"final_pt": 0.0205,
"effective_max": 12.8,
"modulating_factor": 0.9437,
"balanced_alpha": 0.2539,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=12.8",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 12.8,
"max_weight_across_langs": 15.0,
"normalization_factor": 1.0
}
}
},
"insult": {
"0": 1.0,
"1": 11.894,
"support_0": 37388,
"support_1": 15170,
"raw_weight_1": 0.559,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.0,
"alpha": 0.25,
"final_pt": 0.2886,
"effective_max": 15.0,
"modulating_factor": 0.506,
"balanced_alpha": 0.3191,
"severity_adjusted": false,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=15.0",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=disabled"
],
"normalization": {
"original_weight": 0.559,
"max_weight_across_langs": 0.705,
"normalization_factor": 21.277
}
}
},
"identity_hate": {
"0": 1.0,
"1": 14.101,
"support_0": 49731,
"support_1": 2827,
"raw_weight_1": 4.911,
"calculation_metadata": {
"formula": "focal_loss_with_adaptive_scaling",
"gamma": 2.8,
"alpha": 0.25,
"final_pt": 0.0538,
"effective_max": 6.2,
"modulating_factor": 0.8566,
"balanced_alpha": 0.2605,
"severity_adjusted": true,
"boost_factor": 1.0,
"constraints_applied": [
"max_weight=6.2",
"boost=1.0",
"numerical_stability=enforced",
"adaptive_scaling=enabled"
],
"normalization": {
"original_weight": 4.911,
"max_weight_across_langs": 5.224,
"normalization_factor": 2.871
}
}
}
}
}
}