Datasets:
Tasks:
Text Classification
Formats:
csv
Sub-tasks:
hate-speech-detection
Languages:
Romanian
Size:
1K - 10K
Tags:
hate-speech-detection
License:
| license: apache-2.0 | |
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - found | |
| task_categories: | |
| - text-classification | |
| language: | |
| - ro | |
| multilinguality: | |
| - monolingual | |
| source_datasets: | |
| - original | |
| tags: | |
| - hate-speech-detection | |
| task_ids: | |
| - hate-speech-detection | |
| pretty_name: News-RO-Offense | |
| size_categories: | |
| - 1K<n<10K | |
| extra_gated_prompt: 'Warning: this repository contains harmful content (abusive language, | |
| hate speech).' | |
| # Dataset Card for "RO-News-Offense" | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [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) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** [https://github.com/readerbench/news-ro-offense](https://github.com/readerbench/news-ro-offense) | |
| - **Repository:** [https://github.com/readerbench/news-ro-offense](https://github.com/readerbench/news-ro-offense) | |
| - **Paper:** News-RO-Offense - A Romanian Offensive Language Dataset and Baseline Models Centered on News Article Comments | |
| - **Point of Contact:** [Andrei Paraschiv](https://github.com/AndyTheFactory) | |
| ### Dataset Summary | |
| a novel Romanian language dataset for offensive message detection with manually | |
| annotated comment from a local Romanian news website (stiri de cluj) into five classes: | |
| * non-offensive | |
| * targeted insults | |
| * racist | |
| * homophobic | |
| * sexist | |
| Resulting in 4052 annotated messages | |
| ### Languages | |
| Romanian | |
| ## Dataset Structure | |
| ### Data Instances | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| 'comment_id': 5, | |
| 'reply_to_comment_id':2, | |
| 'comment_nr': 1, | |
| 'content_id': 23, | |
| 'comment_text':'PLACEHOLDER TEXT', | |
| 'LABEL': 3 | |
| } | |
| ``` | |
| ### Data Fields | |
| - `comment_id`: The unique comment ID, | |
| - `reply_to_comment_id`: contains the header comment, if part of a conversation tree, otherwise empty | |
| - `comment_nr`: the comments current number on the article | |
| - `content_id`: the article ID | |
| - `comment_text`: full comment text | |
| - `LABEL`: 0 = Non-offensive, 1 = Targeted insult, 2 = Racist, 3 = Homophobic, 4 = Sexist | |
| ### Data Splits | |
| | name |train|test| | |
| |---------|----:|---:| | |
| |ro|x|x| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| Collecting data for abusive language classification for Romanian Language. | |
| ### Source Data | |
| News Articles comments | |
| #### Initial Data Collection and Normalization | |
| #### Who are the source language producers? | |
| News Article readers | |
| ### Annotations | |
| #### Annotation process | |
| #### Who are the annotators? | |
| Native speakers | |
| ### Personal and Sensitive Information | |
| The data was public at the time of collection. No PII removal has been performed. | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| The data definitely contains abusive language. The data could be used to develop and propagate offensive language against every target group involved, i.e. ableism, racism, sexism, ageism, and so on. | |
| ### Discussion of Biases | |
| ### Other Known Limitations | |
| ## Additional Information | |
| ### Dataset Curators | |
| ### Licensing Information | |
| This data is available and distributed under Apache-2.0 license | |
| ### Citation Information | |
| ``` | |
| @misc{cojocaru2022news, | |
| title = {News-RO-Offense - A Romanian Offensive Language Dataset and Baseline Models Centered on News Article Comments}, | |
| author = {Cojocaru, Andreea and Paraschiv, Andrei and Dascălu, Mihai}, | |
| year = 2022, | |
| journal = {RoCHI - International Conference on Human-Computer Interaction}, | |
| publisher = {MATRIX ROM}, | |
| doi = {10.37789/rochi.2022.1.1.12}, | |
| url = {http://dx.doi.org/10.37789/rochi.2022.1.1.12} | |
| } | |
| ``` | |
| ### Contributions | |