readme: ---
  language:
  - es
  license: apache-2.0
  tags:
  - "national library of spain"
  - "spanish"
  - "bne"
  - "capitel"
  - "pos"
  datasets:
  - "bne"
  - "capitel"  
  metrics:
  - "f1"
  widget:
  - text: "Festival de San Sebastián: Johnny Depp recibirá el premio Donostia en pleno rifirrafe judicial con Amber Heard" 
  - text: "El alcalde de Vigo, Abel Caballero, ha comenzado a colocar las luces de Navidad en agosto."
  - text: "Gracias a los datos de la BNE, se ha podido lograr este modelo del lenguaje."
  - text: "El Tribunal Superior de Justicia se pronunció ayer: \"Hay base legal dentro del marco jurídico actual\"."
  
  ---
  
  **⚠️NOTICE⚠️: THIS MODEL HAS BEEN MOVED TO THE FOLLOWING URL AND WILL SOON BE REMOVED:** https://huggingface.co/PlanTL-GOB-ES/roberta-large-bne-capitel-pos
  
  # Spanish RoBERTa-large trained on BNE finetuned for CAPITEL Part of Speech (POS) dataset
  RoBERTa-large-bne is a transformer-based masked language model for the Spanish language. It is based on the [RoBERTa](https://arxiv.org/abs/1907.11692) large model and has been pre-trained using the largest Spanish corpus known to date, with a total of 570GB of clean and deduplicated text processed for this work, compiled from the web crawlings performed by the  [National Library of Spain (Biblioteca Nacional de España)](http://www.bne.es/en/Inicio/index.html) from 2009 to 2019.
  
  Original pre-trained model can be found here: https://huggingface.co/BSC-TeMU/roberta-large-bne
  
  ## Dataset
  The dataset used is the one from the [CAPITEL competition at IberLEF 2020](https://sites.google.com/view/capitel2020) (sub-task 2).
  
  ## Evaluation and results
  F1 Score: 0.9851 (average of 5 runs).
  
  For evaluation details visit our [GitHub repository](https://github.com/PlanTL-SANIDAD/lm-spanish).
  
  
  ## Citing 
  Check out our paper for all the details: https://arxiv.org/abs/2107.07253
  ```
  @misc{gutierrezfandino2021spanish,
        title={Spanish Language Models}, 
        author={Asier Gutiérrez-Fandiño and Jordi Armengol-Estapé and Marc Pàmies and Joan Llop-Palao and Joaquín Silveira-Ocampo and Casimiro Pio Carrino and Aitor Gonzalez-Agirre and Carme Armentano-Oller and Carlos Rodriguez-Penagos and Marta Villegas},
        year={2021},
        eprint={2107.07253},
        archivePrefix={arXiv},
        primaryClass={cs.CL}
  }
  ```