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--- |
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license: mit |
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task_categories: |
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- summarization |
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language: |
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- pt |
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tags: |
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- pt |
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- pt-br |
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- summarization |
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- abstractive summarization |
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- news |
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pretty_name: RecognaSumm |
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size_categories: |
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- 100K<n<1M |
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--- |
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# RecognaSumm Dataset |
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## Introduction |
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RecognaSumm is a novel and comprehensive database specifically designed for the task of automatic text summarization in Portuguese. RecognaSumm stands out due to its diverse origin, composed of news collected from a variety of information sources, including agencies and online news portals. The database was constructed using web scraping techniques and careful curation, re sulting in a rich and representative collection of documents covering various topics and journalis tic styles. The creation of RecognaSumm aims to fill a significant void in Portuguese language summarization research, providing a training and evaluation foundation that can be used for the development and enhancement of automated summarization models. |
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## News Categories |
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| Category | # of news| |
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| :-: | :-: | |
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|Brazil | 14,131 | |
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|Economy | 12,613 | |
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|Entertainment | 5,337| |
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|Health | 24,921| |
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|Policy | 29,909 | |
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|Science and Technology | 15,135 | |
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|Sports | 2,915 | |
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|Travel and Gastronomy | 2,893 | |
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| World | 27,418 | |
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| **Total** | **135,272** | |
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## PTT5-Summ Model |
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We also trained the [PTT5](https://github.com/unicamp-dl/PTT5) model on this dataset and made it available on HuggingFace. [Click here to access](https://huggingface.co/recogna-nlp/ptt5-base-summ). |
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# Citation |
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### RecognaSumm: A Novel Brazilian Summarization Dataset (PROPOR 2024) |
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``` |
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@inproceedings{paiola-etal-2024-recognasumm, |
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title = "{R}ecogna{S}umm: A Novel {B}razilian Summarization Dataset", |
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author = "Paiola, Pedro Henrique and |
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Garcia, Gabriel Lino and |
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Jodas, Danilo Samuel and |
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Correia, Jo{\~a}o Vitor Mariano and |
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Sugi, Luis Afonso and |
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Papa, Jo{\~a}o Paulo", |
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editor = "Gamallo, Pablo and |
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Claro, Daniela and |
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Teixeira, Ant{\'o}nio and |
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Real, Livy and |
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Garcia, Marcos and |
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Oliveira, Hugo Gon{\c{c}}alo and |
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Amaro, Raquel", |
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booktitle = "Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1", |
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month = mar, |
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year = "2024", |
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address = "Santiago de Compostela, Galicia/Spain", |
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publisher = "Association for Computational Lingustics", |
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url = "https://aclanthology.org/2024.propor-1.63", |
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pages = "575--579", |
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} |
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``` |
