Total runs:
74.2K
Run Growth:
-92.1K
Growth Rate:
-125.28%
Sponsored by
Vmake Labs Video Enhancer
s-nlp / roberta_toxicity_classifier
Model's Last Updated: November 08 2024
text-classification
Introduction of roberta_toxicity_classifier
Model Details of roberta_toxicity_classifier
Toxicity Classification Model
This model is trained for toxicity classification task. The dataset used for training is the merge of the English parts of the three datasets by Jigsaw ( Jigsaw 2018 , Jigsaw 2019 , Jigsaw 2020 ), containing around 2 million examples. We split it into two parts and fine-tune a RoBERTa model ( RoBERTa: A Robustly Optimized BERT Pretraining Approach ) on it. The classifiers perform closely on the test set of the first Jigsaw competition, reaching the AUC-ROC of 0.98 and F1-score of 0.76.
How to use
from transformers import RobertaTokenizer, RobertaForSequenceClassification
# load tokenizer and model weights
tokenizer = RobertaTokenizer.from_pretrained('SkolkovoInstitute/roberta_toxicity_classifier')
model = RobertaForSequenceClassification.from_pretrained('SkolkovoInstitute/roberta_toxicity_classifier')
# prepare the input
batch = tokenizer.encode('you are amazing', return_tensors='pt')
# inference
model(batch)
Licensing Information
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License .
Runs of s-nlp roberta_toxicity_classifier on huggingface.co
135.6K
Total runs
5.0K
24-hour runs
3.9K
3-day runs
10.2K
7-day runs
-126.3K
30-day runs
More Information About roberta_toxicity_classifier huggingface.co Model
Url of roberta_toxicity_classifier
roberta_toxicity_classifier huggingface.co Url
Provider of roberta_toxicity_classifier huggingface.co
Other API from s-nlp
Updated:September 08 2023
Total runs:
2.2K
Run Growth:
-2.2K
Growth Rate:
-100.05%
Total runs:
2.2K
Run Growth:
567
Growth Rate:
23.90%
Total runs:
578
Run Growth:
0
Growth Rate:
0.00%
Total runs:
498
Run Growth:
1
Growth Rate:
0.20%
Total runs:
200
Run Growth:
26
Growth Rate:
13.33%
Total runs:
198
Run Growth:
-253
Growth Rate:
-127.78%
Total runs:
155
Run Growth:
0
Growth Rate:
0.00%
Total runs:
154
Run Growth:
-97
Growth Rate:
-62.99%
Total runs:
152
Run Growth:
1
Growth Rate:
0.66%
Total runs:
107
Run Growth:
107
Growth Rate:
100.00%
Total runs:
60
Run Growth:
31
Growth Rate:
52.54%
Total runs:
55
Run Growth:
29
Growth Rate:
52.73%
Total runs:
37
Run Growth:
8
Growth Rate:
21.62%
Total runs:
36
Run Growth:
155
Growth Rate:
91.72%
Total runs:
31
Run Growth:
17
Growth Rate:
54.84%
Total runs:
28
Run Growth:
-7
Growth Rate:
-25.00%
Total runs:
22
Run Growth:
-30
Growth Rate:
-136.36%
Total runs:
20
Run Growth:
1
Growth Rate:
5.00%
Total runs:
17
Run Growth:
6
Growth Rate:
35.29%
Total runs:
14
Run Growth:
1
Growth Rate:
7.14%
Total runs:
10
Run Growth:
-4
Growth Rate:
-40.00%
Total runs:
9
Run Growth:
5
Growth Rate:
55.56%
Total runs:
8
Run Growth:
4
Growth Rate:
50.00%
Total runs:
4
Run Growth:
-4
Growth Rate:
-100.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3
Run Growth:
-4
Growth Rate:
-133.33%
Total runs:
3
Run Growth:
-3
Growth Rate:
-100.00%
Total runs:
3
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2
Run Growth:
1
Growth Rate:
50.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%