Datasets:
Tasks:
Text Classification
Sub-tasks:
fact-checking
Languages:
Arabic
Size:
1K<n<10K
ArXiv:
Tags:
stance-detection
License:
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - found | |
| language: | |
| - ar | |
| license: | |
| - apache-2.0 | |
| multilinguality: | |
| - monolingual | |
| pretty_name: ans-stance | |
| size_categories: | |
| - 1K<n<10K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - fact-checking | |
| - text-classification-other-stance-detection | |
| # Dataset Card for AraStance | |
| ## Table of Contents | |
| - [Table of Contents](#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 | |
| - **Repository:** [https://github.com/latynt/ans](https://github.com/latynt/ans) | |
| - **Paper:** [https://arxiv.org/abs/2005.10410](https://arxiv.org/abs/2005.10410) | |
| - **Point of Contact:** [Jude Khouja]([email protected]) | |
| ### Dataset Summary | |
| The dataset is a collection of news titles in arabic along with paraphrased and corrupted titles. The stance prediction version is a 3-class classification task. Data contains three columns: s1, s2, stance. | |
| ### Languages | |
| Arabic | |
| ## Dataset Structure | |
| ### Data Instances | |
| An example of 'train' looks as follows: | |
| ``` | |
| { | |
| 'id': '0', | |
| 's1': 'هجوم صاروخي يستهدف مطار في طرابلس ويجبر ليبيا على تغيير مسار الرحلات الجوية', | |
| 's2': 'هدوء الاشتباكات فى طرابلس', | |
| 'stance': 0 | |
| } | |
| ``` | |
| ### Data Fields | |
| - `id`: a 'string' feature. | |
| - `s1`: a 'string' expressing a claim/topic. | |
| - `s2`: a 'string' to be classified for its stance to the source. | |
| - `stance`: a class label representing the stance the article expresses towards the claim. Full tagset with indices: | |
| ``` | |
| 0: "disagree", | |
| 1: "agree", | |
| 2: "other", | |
| ``` | |
| ### Data Splits | |
| |name|instances| | |
| |----|----:| | |
| |train|2652| | |
| |validation|755| | |
| |test|379| | |
| ## 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 | |
| [More Information Needed] | |
| ## 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 | |
| The dataset is curated by the paper's authors | |
| ### Licensing Information | |
| The authors distribute this data under the Apache License, Version 2.0 | |
| ### Citation Information | |
| ``` | |
| @inproceedings{, | |
| title = "Stance Prediction and Claim Verification: An {A}rabic Perspective", | |
| author = "Khouja, Jude", | |
| booktitle = "Proceedings of the Third Workshop on Fact Extraction and {VER}ification ({FEVER})", | |
| year = "2020", | |
| address = "Seattle, USA", | |
| publisher = "Association for Computational Linguistics", | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [mkonxd](https://github.com/mkonxd) for adding this dataset. |