Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
machine-generated
Annotations Creators:
crowdsourced
Source Datasets:
original
ArXiv:
License:
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - machine-generated | |
| languages: | |
| - en | |
| licenses: | |
| - mit | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 10k<n<100k | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - multi-class-classification | |
| - text-classification-other-hate-speech-detection | |
| # Dataset Card for HateOffensive | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-instances) | |
| - [Data Splits](#data-instances) | |
| - [Dataset Creation](#dataset-creation) | |
| - [Curation Rationale](#curation-rationale) | |
| - [Source Data](#source-data) | |
| - [Annotations](#annotations) | |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) | |
| - [Considerations for Using the Data](#considerations-for-using-the-data) | |
| - [Social Impact of Dataset](#social-impact-of-dataset) | |
| - [Discussion of Biases](#discussion-of-biases) | |
| - [Other Known Limitations](#other-known-limitations) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| ## Dataset Description | |
| - **Homepage** : https://arxiv.org/abs/1905.12516 | |
| - **Repository** : https://github.com/t-davidson/hate-speech-and-offensive-language | |
| - **Paper** : https://arxiv.org/abs/1905.12516 | |
| - **Leaderboard** : | |
| - **Point of Contact** : trd54 at cornell dot edu | |
| ### Dataset Summary | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed] | |
| ### Languages | |
| English (`en`) | |
| ## Dataset Structure | |
| ### Data Instances | |
| ``` | |
| { | |
| "count": 3, | |
| "hate_speech_annotation": 0, | |
| "offensive_language_annotation": 0, | |
| "neither_annotation": 3, | |
| "label": 2, # "neither" | |
| "tweet": "!!! RT @mayasolovely: As a woman you shouldn't complain about cleaning up your house. & as a man you should always take the trash out...") | |
| } | |
| ``` | |
| ### Data Fields | |
| count: (Integer) number of users who coded each tweet (min is 3, sometimes more users coded a tweet when judgments were determined to be unreliable, | |
| hate_speech_annotation: (Integer) number of users who judged the tweet to be hate speech, | |
| offensive_language_annotation: (Integer) number of users who judged the tweet to be offensive, | |
| neither_annotation: (Integer) number of users who judged the tweet to be neither offensive nor non-offensive, | |
| label: (Class Label) integer class label for majority of CF users (0: 'hate-speech', 1: 'offensive-language' or 2: 'neither'), | |
| tweet: (string) | |
| ### Data Splits | |
| This dataset is not splitted, only the train split is available. | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed] | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed] | |
| #### Who are the source language producers? | |
| [More Information Needed] | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed] | |
| #### Who are the annotators? | |
| [More Information Needed] | |
| ### Personal and Sensitive Information | |
| Usernames are not anonymized in the dataset. | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed] | |
| ### Discussion of Biases | |
| [More Information Needed] | |
| ### Other Known Limitations | |
| [More Information Needed] | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed] | |
| ### Licensing Information | |
| MIT License | |
| ### Citation Information | |
| @inproceedings{hateoffensive, | |
| title = {Automated Hate Speech Detection and the Problem of Offensive Language}, | |
| author = {Davidson, Thomas and Warmsley, Dana and Macy, Michael and Weber, Ingmar}, | |
| booktitle = {Proceedings of the 11th International AAAI Conference on Web and Social Media}, | |
| series = {ICWSM '17}, | |
| year = {2017}, | |
| location = {Montreal, Canada}, | |
| pages = {512-515} | |
| } | |