Datasets:
Tasks:
Token Classification
Modalities:
Text
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: | |
| - token-classification | |
| language: | |
| - ro | |
| multilinguality: | |
| - monolingual | |
| source_datasets: | |
| - readerbench/ro-offense | |
| tags: | |
| - hate-speech-detection | |
| task_ids: | |
| - hate-speech-detection | |
| pretty_name: RO-Offense-Sequences | |
| size_categories: | |
| - 1K<n<10K | |
| extra_gated_prompt: 'Warning: this repository contains harmful content (abusive language, | |
| hate speech).' | |
| # Dataset Card for "RO-Offense-Sequences" | |
| ## 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 | |
| <!-- | |
| - **Paper:** News-RO-Offense - A Romanian Offensive Language Dataset and Baseline Models Centered on News Article Comments | |
| --> | |
| - **Homepage:** [https://github.com/readerbench/ro-offense-sequences](https://github.com/readerbench/ro-offense-sequences) | |
| - **Repository:** [https://github.com/readerbench/ro-offense-sequences](https://github.com/readerbench/ro-offense-sequences) | |
| - **Point of Contact:** [Teodora-Andreea Ion](mailto:theoion21.andr@gmail.com) | |
| - | |
| ### Dataset Summary | |
| a novel Romanian language dataset for offensive sequence detection with manually | |
| annotated offensive sequences from a local Romanian sports news website (gsp.ro): | |
| Resulting in 4800 annotated messages | |
| ### Languages | |
| Romanian | |
| ## Dataset Structure | |
| ### Data Instances | |
| An example of 'train' looks as follows. | |
| ``` | |
| { | |
| 'id': 5, | |
| 'text':'PLACEHOLDER TEXT', | |
| 'offensive_substrings': ['substr1','substr2'], | |
| 'offensive_sequences': [(0,10), (16,20)] | |
| } | |
| ``` | |
| ### Data Fields | |
| - `id`: The unique comment ID, corresponding to the ID in [RO Offense](https://huggingface.co/datasets/readerbench/ro-offense) | |
| - `text`: full comment text | |
| - `offensive_substrings`: a list of offensive substrings. Can contain duplicates if some offensive substring appears twice | |
| - `offensive_sequences`: a list of tuples with (start, end) position of the offensive sequences | |
| *Attention*: the sequences are computed for \n line sepparator! Git might convert the csv to \r\n. | |
| ### Data Splits | |
| | name |train|validate|test| | |
| |---------|----:|---:|---:| | |
| |ro|4,000|400|400| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| Collecting data for abusive language classification for Romanian Language. | |
| ### Source Data | |
| Sports News Articles comments | |
| #### Initial Data Collection and Normalization | |
| #### Who are the source language producers? | |
| Sports 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. 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 | |
| ``` | |
| tbd | |
| ``` | |
| ### Contributions | |