Text Classification
Transformers
ONNX
Safetensors
Transformers.js
modernbert
toxicity
toxic-comment-classification
content-moderation
detoxify
multi-label-classification
mmbert
text-embeddings-inference
Instructions to use Horizon-Labs/multilingual-toxicity-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-toxicity-small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Horizon-Labs/multilingual-toxicity-small")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-toxicity-small") model = AutoModelForSequenceClassification.from_pretrained("Horizon-Labs/multilingual-toxicity-small", device_map="auto") - Transformers.js
How to use Horizon-Labs/multilingual-toxicity-small with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-classification', 'Horizon-Labs/multilingual-toxicity-small'); - Notebooks
- Google Colab
- Kaggle
Baselines: + gravitee distilbert, xlmr-large v2
Browse files- eval/baselines.json +192 -0
eval/baselines.json
CHANGED
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@@ -707,5 +707,197 @@
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| 707 |
"_civil_toxicity_auc": 0.8433979621843186,
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"_tdx_mean_auc": 0.6983786666666668,
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"_tdx_mean_f1": 0.2772211035293649
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}
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}
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| 707 |
"_civil_toxicity_auc": 0.8433979621843186,
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"_tdx_mean_auc": 0.6983786666666668,
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"_tdx_mean_f1": 0.2772211035293649
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},
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"gravitee-io/distilbert-multilingual-toxicity-classifier": {
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"labels": [
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"not-toxic",
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"toxic"
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],
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"mapped": [
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"toxicity"
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],
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"civil_test": {
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"n": 20000,
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"auc": {
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"toxicity": 0.8089855626873078
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},
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"mean_auc": 0.8089855626873078,
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"toxicity_auc": 0.8089855626873078
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},
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"tdx_am": {
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"n": 1000,
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"auc": 0.647036,
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"f1_05": 0.684044233807267
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},
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"tdx_ar": {
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"n": 1000,
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"auc": 0.91521,
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"f1_05": 0.8431372549019608
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},
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"tdx_de": {
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"n": 1000,
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"auc": 0.981946,
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"f1_05": 0.9219562955254943
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},
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"tdx_en": {
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"n": 1000,
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"auc": 0.997914,
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"f1_05": 0.9830508474576272
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},
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"tdx_es": {
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"n": 1000,
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"auc": 0.981574,
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"f1_05": 0.9387755102040817
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},
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"tdx_fr": {
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"n": 1000,
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"auc": 0.99783,
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"f1_05": 0.9810568295114656
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},
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"tdx_he": {
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"n": 1000,
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"auc": 0.913612,
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"f1_05": 0.8340425531914893
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},
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"tdx_hi": {
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"n": 1000,
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"auc": 0.988272,
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"f1_05": 0.955193482688391
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},
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"tdx_hin": {
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"n": 1000,
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"auc": 0.902658,
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"f1_05": 0.8339622641509434
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},
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"tdx_it": {
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"n": 1000,
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"auc": 0.958374,
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"f1_05": 0.8951841359773371
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},
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"tdx_ja": {
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"n": 1000,
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"auc": 0.975844,
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"f1_05": 0.9194915254237288
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},
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"tdx_ru": {
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"n": 1000,
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"auc": 0.99792,
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"f1_05": 0.9830845771144279
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"tdx_tt": {
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"n": 1000,
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"auc": 0.991056,
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"f1_05": 0.9592850049652433
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},
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"tdx_uk": {
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"n": 1000,
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"auc": 0.986376,
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"f1_05": 0.9416498993963782
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},
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"tdx_zh": {
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"n": 1000,
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"auc": 0.87896,
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"f1_05": 0.7629310344827587
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},
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| 802 |
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"_civil_mean_auc": 0.8089855626873078,
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| 803 |
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"_civil_toxicity_auc": 0.8089855626873078,
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| 804 |
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"_tdx_mean_auc": 0.9409721333333334,
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| 805 |
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"_tdx_mean_f1": 0.8957896965865728
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},
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| 807 |
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"textdetox/xlmr-large-toxicity-classifier-v2": {
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"labels": [
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"label_0",
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"label_1"
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],
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"mapped": [
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"toxicity"
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],
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"civil_test": {
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"n": 20000,
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"auc": {
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| 818 |
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"toxicity": 0.8947823432223221
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| 819 |
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},
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| 820 |
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"mean_auc": 0.8947823432223221,
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| 821 |
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"toxicity_auc": 0.8947823432223221
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| 822 |
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},
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| 823 |
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"tdx_am": {
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| 824 |
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"n": 1000,
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| 825 |
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"auc": 0.975296,
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| 826 |
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"f1_05": 0.9230769230769231
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| 828 |
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"tdx_ar": {
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| 829 |
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"n": 1000,
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| 830 |
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"auc": 0.98156,
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| 831 |
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"f1_05": 0.9408224674022067
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| 832 |
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| 833 |
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"tdx_de": {
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| 834 |
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"n": 1000,
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| 835 |
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"auc": 0.994426,
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| 836 |
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"f1_05": 0.981018981018981
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| 837 |
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},
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| 838 |
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"tdx_en": {
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| 839 |
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"n": 1000,
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| 840 |
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"auc": 0.999892,
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| 841 |
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"f1_05": 0.9959919839679359
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| 842 |
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| 843 |
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"tdx_es": {
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| 844 |
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"auc": 0.999264,
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"f1_05": 0.9890329012961117
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| 848 |
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"tdx_fr": {
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| 849 |
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"n": 1000,
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| 850 |
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"auc": 0.99936,
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| 851 |
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"f1_05": 0.998003992015968
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},
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| 853 |
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"tdx_he": {
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| 854 |
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"n": 1000,
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| 855 |
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"auc": 0.96858,
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| 856 |
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"f1_05": 0.9126016260162602
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| 858 |
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"tdx_hi": {
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| 859 |
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| 860 |
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| 861 |
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"f1_05": 0.9779559118236473
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| 862 |
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| 863 |
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"tdx_hin": {
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| 864 |
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"n": 1000,
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| 865 |
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| 866 |
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"f1_05": 0.9177403369672944
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| 868 |
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| 869 |
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| 870 |
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| 871 |
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| 872 |
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| 873 |
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"tdx_ja": {
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| 874 |
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| 875 |
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| 876 |
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| 877 |
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| 878 |
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"tdx_ru": {
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| 879 |
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| 880 |
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| 881 |
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| 883 |
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"tdx_tt": {
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| 884 |
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| 885 |
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| 886 |
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| 888 |
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| 889 |
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| 891 |
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| 893 |
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"tdx_zh": {
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| 894 |
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| 896 |
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| 897 |
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},
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| 898 |
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"_civil_mean_auc": 0.8947823432223221,
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| 899 |
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"_civil_toxicity_auc": 0.8947823432223221,
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| 900 |
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"_tdx_mean_auc": 0.986864,
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| 901 |
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"_tdx_mean_f1": 0.9609817368636122
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| 902 |
}
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| 903 |
}
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