模型:
pysentimiento/bertweet-hate-speech
Repository: https://github.com/pysentimiento/pysentimiento/
使用SemEval 2019任务5:HatEval(子任务B)语料库对英文中的仇恨言论进行训练的模型。基础模型是 BERTweet ,一个在英文推文上训练的RoBERTa模型。
这是一个多分类器模型,具有以下类别:
pysentimiento 是一个仅供非商业用途和科学研究目的的开源库。请注意,模型是使用第三方数据集进行训练的,并受其各自的许可证约束。
如果您在工作中使用了这个模型,请引用以下论文:
@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}
}
享受吧! ?