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--- |
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language: |
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- en |
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library_name: pysentimiento |
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tags: |
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- twitter |
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- hate-speech |
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--- |
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# Hate Speech detection in English |
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## bertweet-hate-speech |
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Repository: [https://github.com/pysentimiento/pysentimiento/](https://github.com/finiteautomata/pysentimiento/) |
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Model trained with SemEval 2019 Task 5: HatEval (SubTask B) corpus for Hate Speech detection in English. Base model is [BERTweet](https://huggingface.co/vinai/bertweet-base), a RoBERTa model trained in English tweets. |
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It is a multi-classifier model, with the following classes: |
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- **HS**: is it hate speech? |
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- **TR**: is it targeted to a specific individual? |
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- **AG**: is it aggressive? |
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## License |
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`pysentimiento` is an open-source library for non-commercial use and scientific research purposes only. Please be aware that models are trained with third-party datasets and are subject to their respective licenses. |
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1. [TASS Dataset license](http://tass.sepln.org/tass_data/download.php) |
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2. [SEMEval 2017 Dataset license]() |
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## Citation |
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If you use this model in your work, please cite the following papers: |
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``` |
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@misc{perez2021pysentimiento, |
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title={pysentimiento: A Python Toolkit for Sentiment Analysis and SocialNLP tasks}, |
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author={Juan Manuel Pérez and Juan Carlos Giudici and Franco Luque}, |
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year={2021}, |
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eprint={2106.09462}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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@inproceedings{nguyen2020bertweet, |
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title={BERTweet: A pre-trained language model for English Tweets}, |
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author={Nguyen, Dat Quoc and Vu, Thanh and Nguyen, Anh Tuan}, |
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booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations}, |
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pages={9--14}, |
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year={2020} |
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} |
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@inproceedings{basile2019semeval, |
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title={Semeval-2019 task 5: Multilingual detection of hate speech against immigrants and women in twitter}, |
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author={Basile, Valerio and Bosco, Cristina and Fersini, Elisabetta and Nozza, Debora and Patti, Viviana and Pardo, Francisco Manuel Rangel and Rosso, Paolo and Sanguinetti, Manuela}, |
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booktitle={Proceedings of the 13th international workshop on semantic evaluation}, |
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pages={54--63}, |
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year={2019} |
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} |
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``` |
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Enjoy! 🤗 |
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