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-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-toxicity-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Horizon-Labs/multilingual-toxicity-base")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-toxicity-base") model = AutoModelForSequenceClassification.from_pretrained("Horizon-Labs/multilingual-toxicity-base", device_map="auto") - Transformers.js
How to use Horizon-Labs/multilingual-toxicity-base with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-classification', 'Horizon-Labs/multilingual-toxicity-base'); - Notebooks
- Google Colab
- Kaggle
Download eval/baselines.json from Horizon-Labs/multilingual-toxicity-base: direct link, hf CLI and curl.
- Browser
- Download file 15.8 kB
-
https://huggingface.co/Horizon-Labs/multilingual-toxicity-base/resolve/main/eval/baselines.json
- Command line
-
hf download hf://Horizon-Labs/multilingual-toxicity-base/eval/baselines.json
-
curl -L -o baselines.json https://huggingface.co/Horizon-Labs/multilingual-toxicity-base/resolve/main/eval/baselines.json
15.8 kB
| { | |
| "unitary/unbiased-toxic-roberta": { | |
| "labels": [ | |
| "toxicity", | |
| "severe_toxicity", | |
| "obscene", | |
| "identity_attack", | |
| "insult", | |
| "threat", | |
| "sexual_explicit", | |
| "male", | |
| "female", | |
| "homosexual_gay_or_lesbian", | |
| "christian", | |
| "jewish", | |
| "muslim", | |
| "black", | |
| "white", | |
| "psychiatric_or_mental_illness" | |
| ], | |
| "mapped": [ | |
| "toxicity", | |
| "severe_toxicity", | |
| "obscene", | |
| "identity_attack", | |
| "insult", | |
| "threat", | |
| "sexual_explicit" | |
| ], | |
| "civil_test": { | |
| "n": 20000, | |
| "auc": { | |
| "toxicity": 0.9690025757582605, | |
| "obscene": 0.9909355527122459, | |
| "threat": 0.9848926893092385, | |
| "insult": 0.9799812478376196, | |
| "identity_attack": 0.986828551415347, | |
| "sexual_explicit": 0.9959576840892516 | |
| }, | |
| "mean_auc": 0.9845997168536605, | |
| "toxicity_auc": 0.9690025757582605 | |
| }, | |
| "tdx_am": { | |
| "n": 1000, | |
| "auc": 0.516552, | |
| "f1_05": 0.003992015968063872 | |
| }, | |
| "tdx_ar": { | |
| "n": 1000, | |
| "auc": 0.466138, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_de": { | |
| "n": 1000, | |
| "auc": 0.626188, | |
| "f1_05": 0.03137254901960784 | |
| }, | |
| "tdx_en": { | |
| "n": 1000, | |
| "auc": 0.996856, | |
| "f1_05": 0.9684638860630722 | |
| }, | |
| "tdx_es": { | |
| "n": 1000, | |
| "auc": 0.645716, | |
| "f1_05": 0.12962962962962962 | |
| }, | |
| "tdx_fr": { | |
| "n": 1000, | |
| "auc": 0.728348, | |
| "f1_05": 0.07279693486590039 | |
| }, | |
| "tdx_he": { | |
| "n": 1000, | |
| "auc": 0.53873, | |
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| }, | |
| "tdx_hi": { | |
| "n": 1000, | |
| "auc": 0.44654, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_hin": { | |
| "n": 1000, | |
| "auc": 0.60834, | |
| "f1_05": 0.019762845849802372 | |
| }, | |
| "tdx_it": { | |
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| "auc": 0.632824, | |
| "f1_05": 0.06500956022944551 | |
| }, | |
| "tdx_ja": { | |
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| "auc": 0.517142, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_ru": { | |
| "n": 1000, | |
| "auc": 0.509322, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_tt": { | |
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| "auc": 0.493712, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_uk": { | |
| "n": 1000, | |
| "auc": 0.53974, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_zh": { | |
| "n": 1000, | |
| "auc": 0.560074, | |
| "f1_05": 0.0 | |
| }, | |
| "_civil_mean_auc": 0.9845997168536605, | |
| "_civil_toxicity_auc": 0.9690025757582605, | |
| "_tdx_mean_auc": 0.5884148000000001, | |
| "_tdx_mean_f1": 0.08606849477503481 | |
| }, | |
| "unitary/multilingual-toxic-xlm-roberta": { | |
| "labels": [ | |
| "toxic" | |
| ], | |
| "mapped": [ | |
| "toxicity" | |
| ], | |
| "civil_test": { | |
| "n": 20000, | |
| "auc": { | |
| "toxicity": 0.9606788196819926 | |
| }, | |
| "mean_auc": 0.9606788196819926, | |
| "toxicity_auc": 0.9606788196819926 | |
| }, | |
| "tdx_am": { | |
| "n": 1000, | |
| "auc": 0.547776, | |
| "f1_05": 0.10657193605683836 | |
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| "tdx_ar": { | |
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| "auc": 0.412792, | |
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| "tdx_de": { | |
| "n": 1000, | |
| "auc": 0.66235, | |
| "f1_05": 0.16333938294010888 | |
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| "tdx_en": { | |
| "n": 1000, | |
| "auc": 0.99174, | |
| "f1_05": 0.9557344064386318 | |
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| "tdx_es": { | |
| "n": 1000, | |
| "auc": 0.819208, | |
| "f1_05": 0.6459627329192547 | |
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| "tdx_fr": { | |
| "n": 1000, | |
| "auc": 0.98129, | |
| "f1_05": 0.9088960342979635 | |
| }, | |
| "tdx_he": { | |
| "n": 1000, | |
| "auc": 0.501396, | |
| "f1_05": 0.003976143141153081 | |
| }, | |
| "tdx_hi": { | |
| "n": 1000, | |
| "auc": 0.644394, | |
| "f1_05": 0.00796812749003984 | |
| }, | |
| "tdx_hin": { | |
| "n": 1000, | |
| "auc": 0.630578, | |
| "f1_05": 0.18867924528301888 | |
| }, | |
| "tdx_it": { | |
| "n": 1000, | |
| "auc": 0.818168, | |
| "f1_05": 0.7285429141716567 | |
| }, | |
| "tdx_ja": { | |
| "n": 1000, | |
| "auc": 0.50647, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_ru": { | |
| "n": 1000, | |
| "auc": 0.806734, | |
| "f1_05": 0.6200527704485488 | |
| }, | |
| "tdx_tt": { | |
| "n": 1000, | |
| "auc": 0.62617, | |
| "f1_05": 0.47579529737206083 | |
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| "tdx_uk": { | |
| "n": 1000, | |
| "auc": 0.679846, | |
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| "tdx_zh": { | |
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| "f1_05": 0.015810276679841896 | |
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| "_civil_mean_auc": 0.9606788196819926, | |
| "_civil_toxicity_auc": 0.9606788196819926, | |
| "_tdx_mean_auc": 0.6784047999999999, | |
| "_tdx_mean_f1": 0.35180414756920675 | |
| }, | |
| "unitary/toxic-bert": { | |
| "labels": [ | |
| "toxic", | |
| "severe_toxic", | |
| "obscene", | |
| "threat", | |
| "insult", | |
| "identity_hate" | |
| ], | |
| "mapped": [ | |
| "toxicity", | |
| "severe_toxicity", | |
| "obscene", | |
| "threat", | |
| "insult", | |
| "identity_attack" | |
| ], | |
| "civil_test": { | |
| "n": 20000, | |
| "auc": { | |
| "toxicity": 0.9256542735522112, | |
| "obscene": 0.9686241575896402, | |
| "threat": 0.9446838368037228, | |
| "insult": 0.9367789182331911, | |
| "identity_attack": 0.9550349685566486 | |
| }, | |
| "mean_auc": 0.9461552309470829, | |
| "toxicity_auc": 0.9256542735522112 | |
| }, | |
| "tdx_am": { | |
| "n": 1000, | |
| "auc": 0.57372, | |
| "f1_05": 0.023529411764705882 | |
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| "tdx_ar": { | |
| "n": 1000, | |
| "auc": 0.570894, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_de": { | |
| "n": 1000, | |
| "auc": 0.648354, | |
| "f1_05": 0.3783783783783784 | |
| }, | |
| "tdx_en": { | |
| "n": 1000, | |
| "auc": 0.985168, | |
| "f1_05": 0.9402390438247012 | |
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| "tdx_es": { | |
| "n": 1000, | |
| "auc": 0.697046, | |
| "f1_05": 0.17375886524822695 | |
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| "tdx_fr": { | |
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| "auc": 0.765274, | |
| "f1_05": 0.09433962264150944 | |
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| "tdx_he": { | |
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| "auc": 0.514606, | |
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| "auc": 0.628196, | |
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| "auc": 0.53582, | |
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| "tdx_tt": { | |
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| "auc": 0.481674, | |
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| "_civil_mean_auc": 0.9461552309470829, | |
| "_civil_toxicity_auc": 0.9256542735522112, | |
| "_tdx_mean_auc": 0.6232292, | |
| "_tdx_mean_f1": 0.14239660096771353 | |
| }, | |
| "textdetox/xlmr-large-toxicity-classifier": { | |
| "labels": [ | |
| "neutral", | |
| "toxic" | |
| ], | |
| "mapped": [ | |
| "toxicity" | |
| ], | |
| "civil_test": { | |
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| "auc": { | |
| "toxicity": 0.8690952803195003 | |
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| "mean_auc": 0.8690952803195003, | |
| "toxicity_auc": 0.8690952803195003 | |
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| "n": 1000, | |
| "auc": 0.999984, | |
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| "toxicity_auc": 0.9752315080183933 | |
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| }, | |
| "martin-ha/toxic-comment-model": { | |
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| ], | |
| "mapped": [ | |
| "toxicity" | |
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| "civil_test": { | |
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| "mean_auc": 0.9433817010496016, | |
| "toxicity_auc": 0.9433817010496016 | |
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| "tdx_am": { | |
| "n": 1000, | |
| "auc": 0.547124, | |
| "f1_05": 0.003992015968063872 | |
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| "n": 1000, | |
| "auc": 0.46348, | |
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| "tdx_de": { | |
| "n": 1000, | |
| "auc": 0.602732, | |
| "f1_05": 0.24242424242424243 | |
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| "tdx_en": { | |
| "n": 1000, | |
| "auc": 0.932474, | |
| "f1_05": 0.8483516483516483 | |
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| "tdx_es": { | |
| "n": 1000, | |
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| "f1_05": 0.21453287197231835 | |
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| "tdx_fr": { | |
| "n": 1000, | |
| "auc": 0.723076, | |
| "f1_05": 0.1261595547309833 | |
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| "tdx_he": { | |
| "n": 1000, | |
| "auc": 0.520774, | |
| "f1_05": 0.3836317135549872 | |
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| "tdx_hi": { | |
| "n": 1000, | |
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| "tdx_hin": { | |
| "n": 1000, | |
| "auc": 0.49692, | |
| "f1_05": 0.12521739130434784 | |
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| "tdx_it": { | |
| "n": 1000, | |
| "auc": 0.609736, | |
| "f1_05": 0.21180555555555555 | |
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| "tdx_ja": { | |
| "n": 1000, | |
| "auc": 0.456664, | |
| "f1_05": 0.0 | |
| }, | |
| "tdx_ru": { | |
| "n": 1000, | |
| "auc": 0.57655, | |
| "f1_05": 0.003992015968063872 | |
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| "tdx_tt": { | |
| "n": 1000, | |
| "auc": 0.46656, | |
| "f1_05": 0.0 | |
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| "tdx_uk": { | |
| "n": 1000, | |
| "auc": 0.541306, | |
| "f1_05": 0.00398406374501992 | |
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| "tdx_zh": { | |
| "n": 1000, | |
| "auc": 0.518432, | |
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| }, | |
| "_civil_mean_auc": 0.9433817010496016, | |
| "_civil_toxicity_auc": 0.9433817010496016, | |
| "_tdx_mean_auc": 0.5724702666666668, | |
| "_tdx_mean_f1": 0.16015509117952517 | |
| }, | |
| "citizenlab/distilbert-base-multilingual-cased-toxicity": { | |
| "labels": [ | |
| "toxic", | |
| "not_toxic" | |
| ], | |
| "mapped": [ | |
| "toxicity" | |
| ], | |
| "civil_test": { | |
| "n": 20000, | |
| "auc": { | |
| "toxicity": 0.8433979621843186 | |
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| "mean_auc": 0.8433979621843186, | |
| "toxicity_auc": 0.8433979621843186 | |
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