Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
hate-speech-detection
Languages:
Danish
Size:
1K - 10K
ArXiv:
License:
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - found | |
| language: | |
| - da | |
| license: | |
| - cc-by-4.0 | |
| multilinguality: | |
| - monolingual | |
| pretty_name: DKHate | |
| size_categories: | |
| - 1K<n<10K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - hate-speech-detection | |
| extra_gated_prompt: "Content warning: This dataset contains harmful text (abusive language, hate speech)." | |
| paperswithcode_id: dkhate | |
| # Dataset Card for DKHate | |
| ## Table of Contents | |
| - [Table of Contents](#table-of-contents) | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** [https://stromberg.ai/publication/offensivelanguageandhatespeechdetectionfordanish/](https://stromberg.ai/publication/offensivelanguageandhatespeechdetectionfordanish/) | |
| - **Repository:** [https://github.com/StrombergNLP/dkhate](https://github.com/StrombergNLP/dkhate) | |
| - **Paper:** [https://https://aclanthology.org/2020.lrec-1.430/](aclanthology.org/2020.lrec-1.430/), [https://arxiv.org/abs/1908.04531](https://arxiv.org/abs/1908.04531) | |
| - **Direct Download**: [https://figshare.com/articles/dataset/Danish_Hate_Speech_Abusive_Language_data/12220805](https://figshare.com/articles/dataset/Danish_Hate_Speech_Abusive_Language_data/12220805) | |
| - **Point of Contact:** [Leon Derczynski](mailto:[email protected]) | |
| ### Dataset Summary | |
| This dataset consists of anonymised Danish Twitter data that has been annotated for hate speech. All credits go to the authors of the following paper, who created the dataset: | |
| [Offensive Language and Hate Speech Detection for Danish](https://aclanthology.org/2020.lrec-1.430) (Sigurbergsson & Derczynski, LREC 2020) | |
| ### Supported Tasks and Leaderboards | |
| This dataset is suitable for hate speech detection. | |
| * PwC leaderboard for Task A: [Hate Speech Detection on DKhate](https://paperswithcode.com/sota/hate-speech-detection-on-dkhate) | |
| ### Languages | |
| This dataset is in Danish. | |
| ## Dataset Structure | |
| ### Data Instances | |
| Every entry in the dataset has a tweet and an associated label. | |
| ### Data Fields | |
| An entry in the dataset consists of the following fields: | |
| - `text` (`str`): The tweet content. | |
| - `label` (`str`): The label of the `text`. Can be either "OFF" or "NOT", being offensive and not offensive, respectively. | |
| ### Data Splits | |
| A `train` and `test` split is available, which are identical to the original splits. There are 2,960 tweets in the training split and 329 in the test split. | |
| ## Additional Information | |
| ### Dataset Curators | |
| The curation of the dataset is solely due to the authors of [the original paper](https://aclanthology.org/2020.lrec-1.430/): Gudbjartur Ingi Sigurbergsson and Leon Derczynski. | |
| ### Licensing Information | |
| The dataset is released under the CC BY 4.0 license. | |
| ### Citation Information | |
| ``` | |
| @inproceedings{sigurbergsson2020offensive, | |
| title={Offensive Language and Hate Speech Detection for Danish}, | |
| author={Sigurbergsson, Gudbjartur Ingi and Derczynski, Leon}, | |
| booktitle={Proceedings of the 12th Language Resources and Evaluation Conference}, | |
| pages={3498--3508}, | |
| year={2020} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@saattrupdan](https://github.com/saattrupdan) for adding this dataset to the Hugging Face Hub. |