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evalitahf/hatespeech_detection

HaSpeeDe2 The HaSpeeDe2 dataset collects 8,012 tweets and 500 news headlines annotated for the presence of hate speech, stereotypes and nominal utterance. The dataset has been used in the context of the HaSpeeDe task (http://www.di.unito.it/~tutreeb/haspeede-evalita20/index.html), organized as part of the EVALITA 2020 evaluation campaign (http://www.evalita.it/2020). In order to meet the GDPR requirements, texts have been pseudonymized replacing all original IDs in both datasets… See the full description on the dataset page: https://huggingface.co/datasets/evalitahf/hatespeech_detection.

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HaSpeeDe2

The HaSpeeDe2 dataset collects 8,012 tweets and 500 news headlines annotated for the presence of hate speech, stereotypes and nominal utterance.

The dataset has been used in the context of the HaSpeeDe task (http://www.di.unito.it/~tutreeb/haspeede-evalita20/index.html), organized as part of the EVALITA 2020 evaluation campaign (http://www.evalita.it/2020).

In order to meet the GDPR requirements, texts have been pseudonymized replacing all original IDs in both datasets with newly-generated ones. Mentions, emails, person names (excluded public person names), and phone numbers have been masked with, respectively, the labels MENTION, EMAIL, PERSON, PHONE, followed by a number to distinguish between different entities of the same kind within the same text.

Original files available here: https://live.european-language-grid.eu/catalogue/corpus/7498/overview/

Available splits:

  • —dev: development set
  • —test_news: news test set
  • —test_tweets: tweets test set
  • —test_all: combines testnews and testtweets

If you find this dataset useful please cite:

@article{sanguinetti2020haspeede,
  title={Haspeede 2@ evalita2020: Overview of the evalita 2020 hate speech detection task},
  author={Sanguinetti, Manuela and Comandini, Gloria and Di Nuovo, Elisa and Frenda, Simona and Stranisci, Marco and Bosco, Cristina and Caselli, Tommaso and Patti, Viviana and Russo, Irene},
  journal={Evaluation Campaign of Natural Language Processing and Speech Tools for Italian},
  year={2020},
  publisher={CEUR Workshop Proceedings (CEUR-WS. org)}
}