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--- |
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license: cc-by-4.0 |
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datasets: |
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- ptaszynski/PolishCyberbullyingDataset |
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language: |
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- pl |
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tags: |
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- cyberbullying |
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- hate-speech |
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--- |
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# Polbert-CB - Polish BERT trained for Automatic Cyberbullying Detection |
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This is a Polish version of BERT language model, specifically, [Polbert](https://huggingface.co/dkleczek/bert-base-polish-uncased-v1), trained on a re-annotated and improved Dataset for Automatic Cyberbullying Detection in Polish Laguage. |
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## Fine-tuning dataset |
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The dataset used for fine-tuning this model was based on the original [Dataset for Automatic Cyberbullying Detection in Polish Laguage](https://huggingface.co/datasets/poleval2019_cyberbullying), which was recently additionally cleaned and re-annotated by experts from [Samurai Labs](https://www.samurailabs.ai/). The improved dataset and will be released separately later. |
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## Acknowledgements |
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* We would like to express our gratitude to the annotators of this dataset, including original annotators, and more recent expert annotators, for their invaluable time they spent on preparing the dataset. |
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## Author |
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Michal Ptaszynski - contact me on: |
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- Twitter: [@mich_ptaszynski](https://twitter.com/mich_ptaszynski) |
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- GitHub: [ptaszynski](https://github.com/ptaszynski) |
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- LinkedIn: [michalptaszynski](https://jp.linkedin.com/in/michalptaszynski) |
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- HuggingFace: [ptaszynski](https://huggingface.co/ptaszynski) |
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## Licences |
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The finetuned model with all attached files is licensed under [CC BY-SA 4.0](http://creativecommons.org/licenses/by-sa/4.0/), or Creative Commons Attribution-ShareAlike 4.0 International License. |
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<a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a> |
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## Citations |
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Please, cite this model using the following citation. |
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Model: |
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``` |
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@article{ptaszynski2022cyberbullyibng-bert-pl, |
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title={Polish BERT trained for Automatic Cyberbullying Detection}, |
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author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dybala, Pawel and Skrzek, Pawel and Soliwoda, Kamil and Fortuna, Marcin and Leliwa, Gniewosz and Wroczynski, Michal}, |
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year={2022}, |
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publisher={HuggingFace}, |
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url={https://github.com/ptaszynski/bert-base-polish-cyberbullying}" |
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} |
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``` |
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Original dataset: |
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``` |
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@article{ptaszynski2019results, |
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title={Results of the poleval 2019 shared task 6: First dataset and open shared task for automatic cyberbullying detection in polish twitter}, |
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author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dyba{\l}a, Pawe{\l}}, |
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year={2019}, |
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publisher={Warszawa: Institute of Computer Sciences. Polish Academy of Sciences} |
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} |
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``` |
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Improved dataset: |
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The improved dataset used for training this model was released as follows. |
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[Expert-annotated dataset to study cyberbullying in Polish language](https://huggingface.co/datasets/ptaszynski/PolishCyberbullyingDataset) |
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``` |
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@article{ptaszynski2023expert, |
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title={Expert-Annotated Dataset to Study Cyberbullying in Polish Language}, |
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author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dybala, Pawel and Skrzek, Pawel and Soliwoda, Kamil and Fortuna, Marcin and Leliwa, Gniewosz and Wroczynski, Michal}, |
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journal={Data}, |
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volume={9}, |
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number={1}, |
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pages={1}, |
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year={2023}, |
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publisher={MDPI} |
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} |
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``` |
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## References |
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* https://github.com/google-research/bert |
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* https://github.com/ptaszynski/cyberbullying-Polish |
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* https://huggingface.co/datasets/poleval2019_cyberbullying |
