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distilbert-base-dutch-cased-toxic-comments

ml6team / distilbert-base-dutch-cased-toxic-comments

Run on huggingface.co
huggingface.co
Total runs: 27
24-hour runs: 0
7-day runs: 3
30-day runs: 6
Model's Last Updated: January 20 2022
text-classification

Introduction of distilbert-base-dutch-cased-toxic-comments

Model Details of distilbert-base-dutch-cased-toxic-comments

distilbert-base-dutch-toxic-comments

Model description:

This model was created with the purpose to detect toxic or potentially harmful comments.

For this model, we finetuned a multilingual distilbert model distilbert-base-multilingual-cased on the translated Jigsaw Toxicity dataset .

The original dataset was translated using the appropriate MariantMT model .

The model was trained for 2 epochs, on 90% of the dataset, with the following arguments: 

training_args = TrainingArguments(
    learning_rate=3e-5,
    per_device_train_batch_size=16,
    per_device_eval_batch_size=16,
    gradient_accumulation_steps=4,
    load_best_model_at_end=True,
    metric_for_best_model="recall",
    epochs=2,
    evaluation_strategy="steps",
    save_strategy="steps",
    save_total_limit=10,
    logging_steps=100,
    eval_steps=250,
    save_steps=250,
    weight_decay=0.001,
    report_to="wandb")
Model Performance:

Model evaluation was done on 1/10th of the dataset, which served as the test dataset.

Accuracy F1 Score Recall Precision
95.75 78.88 77.23 80.61
Dataset:

Unfortunately we cannot open-source the dataset, since we are bound by the underlying Jigsaw license.

Runs of ml6team distilbert-base-dutch-cased-toxic-comments on huggingface.co

27
Total runs
0
24-hour runs
4
3-day runs
3
7-day runs
6
30-day runs

More Information About distilbert-base-dutch-cased-toxic-comments huggingface.co Model

More distilbert-base-dutch-cased-toxic-comments license Visit here:

https://choosealicense.com/licenses/apache-2.0

distilbert-base-dutch-cased-toxic-comments huggingface.co

distilbert-base-dutch-cased-toxic-comments huggingface.co is an AI model on huggingface.co that provides distilbert-base-dutch-cased-toxic-comments's model effect (), which can be used instantly with this ml6team distilbert-base-dutch-cased-toxic-comments model. huggingface.co supports a free trial of the distilbert-base-dutch-cased-toxic-comments model, and also provides paid use of the distilbert-base-dutch-cased-toxic-comments. Support call distilbert-base-dutch-cased-toxic-comments model through api, including Node.js, Python, http.

distilbert-base-dutch-cased-toxic-comments huggingface.co Url

https://huggingface.co/ml6team/distilbert-base-dutch-cased-toxic-comments

ml6team distilbert-base-dutch-cased-toxic-comments online free

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ml6team distilbert-base-dutch-cased-toxic-comments online free url in huggingface.co:

https://huggingface.co/ml6team/distilbert-base-dutch-cased-toxic-comments

distilbert-base-dutch-cased-toxic-comments install

distilbert-base-dutch-cased-toxic-comments is an open source model from GitHub that offers a free installation service, and any user can find distilbert-base-dutch-cased-toxic-comments on GitHub to install. At the same time, huggingface.co provides the effect of distilbert-base-dutch-cased-toxic-comments install, users can directly use distilbert-base-dutch-cased-toxic-comments installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

distilbert-base-dutch-cased-toxic-comments install url in huggingface.co:

https://huggingface.co/ml6team/distilbert-base-dutch-cased-toxic-comments

Url of distilbert-base-dutch-cased-toxic-comments

distilbert-base-dutch-cased-toxic-comments huggingface.co Url

Provider of distilbert-base-dutch-cased-toxic-comments huggingface.co

ml6team
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