| | --- |
| | language: |
| | - en |
| | library_name: pysentimiento |
| |
|
| | tags: |
| | - twitter |
| | - hate-speech |
| |
|
| | --- |
| | # Hate Speech detection in English |
| | ## bertweet-hate-speech |
| |
|
| | 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. |
| |
|
| | It is a multi-classifier model, with the following classes: |
| |
|
| | - **HS**: is it hate speech? |
| | - **TR**: is it targeted to a specific individual? |
| | - **AG**: is it aggressive? |
| |
|
| |
|
| | ## License |
| |
|
| | `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. |
| |
|
| | 1. [TASS Dataset license](http://tass.sepln.org/tass_data/download.php) |
| | 2. [SEMEval 2017 Dataset license]() |
| |
|
| | ## Citation |
| |
|
| | If you use this model in your work, please cite the following papers: |
| |
|
| | ``` |
| | @misc{perez2021pysentimiento, |
| | title={pysentimiento: A Python Toolkit for Sentiment Analysis and SocialNLP tasks}, |
| | author={Juan Manuel Pérez and Juan Carlos Giudici and Franco Luque}, |
| | year={2021}, |
| | eprint={2106.09462}, |
| | archivePrefix={arXiv}, |
| | primaryClass={cs.CL} |
| | } |
| | |
| | @inproceedings{nguyen2020bertweet, |
| | title={BERTweet: A pre-trained language model for English Tweets}, |
| | author={Nguyen, Dat Quoc and Vu, Thanh and Nguyen, Anh Tuan}, |
| | booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations}, |
| | pages={9--14}, |
| | year={2020} |
| | } |
| | |
| | @inproceedings{basile2019semeval, |
| | title={Semeval-2019 task 5: Multilingual detection of hate speech against immigrants and women in twitter}, |
| | 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}, |
| | booktitle={Proceedings of the 13th international workshop on semantic evaluation}, |
| | pages={54--63}, |
| | year={2019} |
| | } |
| | ``` |
| | Enjoy! 🤗 |
| |
|
