Datasets:
Tasks:
Text Classification
Modalities:
Text
Sub-tasks:
multi-class-classification
Languages:
Spanish
Size:
1K - 10K
License:
YAML tags: | |
annotations_creators: | |
- automatically-generated | |
language_creators: | |
- found | |
language: | |
- es | |
license: | |
- cc-by-sa-3.0 | |
multilinguality: | |
- monolingual | |
pretty_name: wikicat_esv2 | |
size_categories: | |
- unknown | |
source_datasets: [] | |
task_categories: | |
- text-classification | |
task_ids: | |
- multi-class-classification | |
# WikiCAT_es: Spanish Text Classification dataset | |
## Dataset Description | |
- **Paper:** | |
- **Point of Contact:** [email protected] | |
**Repository** | |
### Dataset Summary | |
WikiCAT_ca is a Spanish corpus for thematic Text Classification tasks. It is created automatically from Wikipedia and Wikidata sources, and contains 8401 articles from the Viquipedia classified under 12 different categories. | |
This dataset was developed by BSC TeMU as part of the PlanTL project, and intended as an evaluation of LT capabilities to generate useful synthetic corpus. | |
### Supported Tasks and Leaderboards | |
Text classification, Language Model | |
### Languages | |
ES- Spanish | |
## Dataset Structure | |
### Data Instances | |
Two json files, one for each split. | |
### Data Fields | |
We used a simple model with the article text and associated labels, without further metadata. | |
#### Example: | |
<pre> | |
{'sentence': 'La economía de Reunión se ha basado tradicionalmente en la agricultura. La caña de azúcar ha sido el cultivo principal durante más de un siglo, y en algunos años representa el 85% de las exportaciones. El gobierno ha estado impulsando el desarrollo de una industria turística para aliviar el alto desempleo, que representa más del 40% de la fuerza laboral.(...) El PIB total de la isla fue de 18.800 millones de dólares EE.UU. en 2007., 'label': 'Economía'} | |
</pre> | |
#### Labels | |
'Religión', 'Entretenimiento', 'Música', 'Ciencia_y_Tecnología', 'Política', 'Economía', 'Matemáticas', 'Humanidades', 'Deporte', 'Derecho', 'Historia', 'Filosofía' | |
### Data Splits | |
* hfeval_esv5.json: 1681 label-document pairs | |
* hftrain_esv5.json: 6716 label-document pairs | |
## Dataset Creation | |
### Methodology | |
La páginas de "Categoría" representan los temas. | |
para cada tema, extraemos las páginas asociadas a ese primer nivel de la jerarquía, y utilizamos el resúmen ("summary") como texto representativo. | |
### Curation Rationale | |
### Source Data | |
#### Initial Data Collection and Normalization | |
The source data are thematic categories in the different Wikipedias | |
#### Who are the source language producers? | |
### Annotations | |
#### Annotation process | |
Automatic annotation | |
#### Who are the annotators? | |
[N/A] | |
### Personal and Sensitive Information | |
No personal or sensitive information included. | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
We hope this corpus contributes to the development of language models in Spanish. | |
### Discussion of Biases | |
We are aware that this data might contain biases. We have not applied any steps to reduce their impact. | |
### Other Known Limitations | |
[N/A] | |
## Additional Information | |
### Dataset Curators | |
Text Mining Unit (TeMU) at the Barcelona Supercomputing Center ([email protected]). | |
For further information, send an email to ([email protected]). | |
This work was funded by the [Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA)](https://avancedigital.mineco.gob.es/en-us/Paginas/index.aspx) within the framework of the [Plan-TL](https://plantl.mineco.gob.es/Paginas/index.aspx). | |
### Licensing Information | |
This work is licensed under [CC Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/) License. | |
Copyright by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) (2022) | |
### Contributions | |
[N/A] | |