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language: |
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- ru |
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tags: |
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- toxic comments classification |
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licenses: |
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- cc-by-nc-sa |
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--- |
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Bert-based classifier (finetuned from [Conversational Rubert](https://huggingface.co/DeepPavlov/rubert-base-cased-conversational))trained on merge of Russian Language Toxic Comments [dataset](https://www.kaggle.com/blackmoon/russian-language-toxic-comments/metadata) collected from 2ch.hk and Toxic Russian Comments [dataset](https://www.kaggle.com/alexandersemiletov/toxic-russian-comments) collected from ok.ru. |
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The datasets were merged, shuffled, and split into train,dev,test splits in 80-10-10 proportion. |
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The metrics obtained from test dataset is as follows |
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| | precision | recall | f1-score | support | |
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|:------------:|:---------:|:------:|:--------:|:-------:| |
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| 0 | 0.98 | 0.99 | 0.98 | 21384 | |
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| 1 | 0.94 | 0.92 | 0.93 | 4886 | |
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| accuracy | 0.97 | 26270 | 0.94 | | |
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| macro avg | 0.96 | 0.96 | 0.96 | 26270 | |
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| weighted avg | 0.97 | 0.97 | 0.97 | 26270 | |
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