readme: ---
  language: pl
  
  license: cc-by-sa-4.0
  
  datasets:
  
  - Polish subset of Open Subtitles
  - Polish subset of ParaCrawl
  - Polish Parliamentary Corpus
  - Polish Wikipedia - Feb 2020
  - Expert-annotated Dataset for Automatic Cyberbullying Detection in Polish Laguage
  
  ---
  
  # Polbert-CB - Polish BERT trained for Automatic Cyberbullying Detection
  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.
  
  
  ## Fine-tuning dataset
  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.
  
  
  ## Acknowledgements
  * 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.
  
  ## Author
  Michal Ptaszynski - contact me on:
  - Twitter: [@mich_ptaszynski](https://twitter.com/mich_ptaszynski)
  - GitHub: [ptaszynski](https://github.com/ptaszynski)
  - LinkedIn: [michalptaszynski](https://jp.linkedin.com/in/michalptaszynski)
  - HuggingFace: [ptaszynski](https://huggingface.co/ptaszynski)
  
  
  ## Licences
  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.
  
  <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>
  
  
  
  ## Citations
  Please, cite this model using the following citation.
  
  Model:
  ```
  @article{ptaszynski2022cyberbullyibng-bert-pl,
    title={Polish BERT trained for Automatic Cyberbullying Detection},
    author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dybala, Pawel and Skrzek, Pawel and Soliwoda, Kamil and Fortuna, Marcin and Leliwa, Gniewosz and Wroczynski, Michal},
    year={2022},
    publisher={HuggingFace},
    url={https://github.com/ptaszynski/bert-base-polish-cyberbullying}"
  }
  ```
  
  Original dataset:
  ```
  @article{ptaszynski2019results,
    title={Results of the poleval 2019 shared task 6: First dataset and open shared task for automatic cyberbullying detection in polish twitter},
    author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dyba{\l}a, Pawe{\l}},
    year={2019},
    publisher={Warszawa: Institute of Computer Sciences. Polish Academy of Sciences}
  }
  ```
  
  Improved dataset:
  
  ```
  TBA
  ```
  
  ## References
  * https://github.com/google-research/bert
  * https://github.com/ptaszynski/cyberbullying-Polish
  * https://huggingface.co/datasets/poleval2019_cyberbullying
  