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README.md
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task_categories:
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- summarization
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---
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Paper:** [Sequence to Sequence Resources for Catalan](https://arxiv.org/pdf/2202.06871.pdf)
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### Dataset Summary
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CaSum is a summarization dataset. It is extracted from a newswire corpus crawled from the Catalan News Agency. The corpus consists of 217,735 instances that are composed by the headline and the body.
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### Supported Tasks and Leaderboards
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### Languages
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## Dataset Structure
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### Data Instances
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```
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```
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### Data Fields
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- `summary` (str): Summary of the piece of news
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## Dataset Creation
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## Additional Information
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### Dataset Curators
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Ona de Gibert
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### Licensing information
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### BibTeX citation
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}
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```
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###
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-
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- unknown
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source_datasets: []
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task_categories:
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- summarization
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task_ids:
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- summarization
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---
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Paper:** [Sequence to Sequence Resources for Catalan](https://arxiv.org/pdf/2202.06871.pdf)
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### Dataset Summary
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CaSum is a summarization dataset. It is extracted from a newswire corpus crawled from the [Catalan News Agency](https://www.acn.cat/). The corpus consists of 217,735 instances that are composed by the headline and the body.
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### Supported Tasks and Leaderboards
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- summarization: The dataset can be used to train a model for abstractive summarization. Success on this task is typically measured by achieving a high Rouge score. The [mbart-base-ca-casum](https://huggingface.co/projecte-aina/bart-base-ca-casum) model currently achieves a 41.39.
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### Languages
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The dataset is in Catalan (`ca-CA`).
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## Dataset Structure
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### Data Instances
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```
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}
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```
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### Data Fields
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- `summary` (str): Summary of the piece of news
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## Dataset Creation
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### Curation Rationale
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We created this corpus to contribute to the development of language models in Catalan, a low-resource language. There exist few resources for summarization in Catalan.
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### Source Data
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#### Initial Data Collection and Normalization
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We obtained each headline and its corresponding body of each news piece on the [Catalan News Agency](https://www.acn.cat/) website and applied the following cleaning pipeline: deduplicating the documents, removing the documents with empty attributes, and deleting some boilerplate sentences.
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#### Who are the source language producers?
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The news portal [Catalan News Agency](https://www.acn.cat/).
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### Annotations
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The dataset is unannotated.
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#### Annotation process
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[N/A]
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#### Who are the annotators?
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[N/A]
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### Personal and Sensitive Information
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Since all data comes from public websites, no anonymization process was performed.
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## Considerations for Using the Data
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### Social Impact of Dataset
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We hope this corpus contributes to the development of summarization models in Catalan, a low-resource language.
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### Discussion of Biases
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We are aware that since the data comes from unreliable web pages, some biases may be present in the dataset. Nonetheless, we have not applied any steps to reduce their impact.
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### Other Known Limitations
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[N/A]
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## Additional Information
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### Dataset Curators
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Ona de Gibert Bonet, Barcelona Supercomputing Center (ona.degibert@bsc.es)
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This work was funded by MT4All CEF project and the Departament de la Vicepresidència i de Polítiques Digitals i Territori de la Generalitat de Catalunya within the framework of the Aina project.
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### Licensing information
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[Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/).
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### BibTeX citation
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}
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```
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### Contributions
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[N/A]
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